{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "d61d7ad2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import os\n",
    "import shutil\n",
    "import matplotlib.image as mpimg\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "import os\n",
    "import cv2\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.cluster import AgglomerativeClustering\n",
    "from sklearn.metrics import silhouette_score"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43b2dcfd",
   "metadata": {},
   "source": [
    "#Загрузка нужных данных, соответсвующих варианту"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "67130953",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Загрузка данных из файла var.csv\n",
    "df = pd.read_csv('/Users/maksimbratanov/Desktop/var1.csv', header=None, names=['name'])\n",
    "\n",
    "# Путь к папке с изображениями\n",
    "data = '/Users/maksimbratanov/Desktop/data'\n",
    "\n",
    "# Перебираем имена файлов из var.csv\n",
    "for index, row in df.iterrows():\n",
    "    image_name = row['name']\n",
    "    image_path = os.path.join(data, image_name)\n",
    "    \n",
    "    if os.path.exists(image_path):\n",
    "        var_path = '/Users/maksimbratanov/Desktop/data_var/' + image_name  # Укажите путь для сохранения изображений\n",
    "        shutil.copy(image_path, var_path)  # Копируем файл в новую папку\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4c54e3a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1642b4bb0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = mpimg.imread('/Users/maksimbratanov/Desktop/data_var/id100117.jpg')\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34cf582c",
   "metadata": {},
   "source": [
    "Ручная кластеризация. Вручную мне удалось определить 4 кластера: \n",
    "красный, желтый, зеленый, тёмный."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "752c8743",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1645d8fd0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axarr = plt.subplots(2,2)\n",
    "axarr[0,0].imshow(mpimg.imread(f'/Users/maksimbratanov/Desktop/data_var/id100117.jpg')) \n",
    "axarr[0,1].imshow(mpimg.imread(f'/Users/maksimbratanov/Desktop/data_var/id102142.jpg'))\n",
    "axarr[1,0].imshow(mpimg.imread(f'/Users/maksimbratanov/Desktop/data_var/id103810.jpg'))\n",
    "axarr[1,1].imshow(mpimg.imread(f'/Users/maksimbratanov/Desktop/data_var/id107227.jpg'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2174629f",
   "metadata": {},
   "source": [
    "#Редукция данных - сжатие"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0693b012",
   "metadata": {},
   "outputs": [],
   "source": [
    "var_path = \"/Users/maksimbratanov/Desktop/data_var\"\n",
    "var_compress_path = \"/Users/maksimbratanov/Desktop/data_var_comp\"\n",
    "if not os.path.exists(var_compress_path):\n",
    "    os.makedirs(var_compress_path)\n",
    "\n",
    "compression_factor = 0.3\n",
    "\n",
    "for filename in os.listdir(var_path):\n",
    "    img = Image.open(os.path.join(var_path, filename))\n",
    "    img = img.resize((int(img.width * compression_factor), int(img.height * compression_factor)), Image.LANCZOS)\n",
    "    img.save(os.path.join(var_compress_path, filename))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e1e71b40",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1646c35e0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = mpimg.imread('/Users/maksimbratanov/Desktop/data_var_comp/id100117.jpg')\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b6d198f",
   "metadata": {},
   "source": [
    "#Редукция данных - формирование нового признака по цвету"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "28944de4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1647414f0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAGgCAYAAADsNrNZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAYTklEQVR4nO3df2xV9f3H8Vd/0NsK7S2U9N52tNAZkiJgRAqlQLZFmhFHJozGjaRu9UfG1FYpZALdLMumcIFtymAIg7g6M5BJMhBIhiHFNSGWAnUwmVpYIKMT72Vmay/y40J6P98//O7GO1C5pfjuhecjOYn33M+9ffdj4JnTnlxSnHNOAAB8wVKtBwAA3JoIEADABAECAJggQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwMQNC9DatWs1YsQIZWZmqry8XAcOHLhRXwoAkIRSbsRnwf3hD3/Q9773Pa1fv17l5eVatWqVtm7dqo6ODuXn53/ma6PRqE6fPq3s7GylpKT09WgAgBvMOaezZ8+qsLBQqamfcZ3jboCJEye62tra2OOenh5XWFjoAoHA5762s7PTSeLg4ODgSPKjs7PzM/++T1cfu3Tpktrb29XQ0BA7l5qaqsrKSrW2tl6xPhKJKBKJxB67/78g2/LTJ3RbpqevxwMA3GDnL0Y05ydrlJ2d/Znr+jxAH374oXp6euTz+eLO+3w+vffee1esDwQC+ulPf3rF+dsyPRqYRYAAIFl93q9RzO+Ca2hoUHd3d+zo7Oy0HgkA8AXo8yugoUOHKi0tTaFQKO58KBSS3++/Yr3H45HHw5UOANxq+vwKKCMjQ+PHj1dzc3PsXDQaVXNzsyoqKvr6ywEAklSfXwFJ0oIFC1RTU6OysjJNnDhRq1at0rlz5/TQQw/diC8HAEhCNyRA3/nOd/Svf/1LS5YsUTAY1F133aXdu3dfcWMCAODWdUMCJEl1dXWqq6u7UW8PAEhy5nfBAQBuTQQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATBAgAYIIAAQBMECAAgAkCBAAwQYAAACYIEADABAECAJggQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATBAgAYIIAAQBMECAAgAkCBAAwQYAAACYIEADABAECAJggQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACACQIEADBBgAAAJggQAMBEQgEKBAKaMGGCsrOzlZ+fr1mzZqmjoyNuzcWLF1VbW6u8vDwNGjRIVVVVCoVCfTo0ACD5JRSglpYW1dbWav/+/dqzZ48uX76sr3/96zp37lxszfz587Vz505t3bpVLS0tOn36tGbPnt3ngwMAklt6Iot3794d9/ill15Sfn6+2tvb9ZWvfEXd3d168cUXtXnzZt1zzz2SpKamJo0aNUr79+/XpEmTrnjPSCSiSCQSexwOh3vzfQAAksx1/Q6ou7tbkjRkyBBJUnt7uy5fvqzKysrYmtLSUhUXF6u1tfWq7xEIBOT1emNHUVHR9YwEAEgSvQ5QNBpVfX29pkyZojFjxkiSgsGgMjIylJubG7fW5/MpGAxe9X0aGhrU3d0dOzo7O3s7EgAgiST0I7hPqq2t1dGjR7Vv377rGsDj8cjj8VzXewAAkk+vroDq6uq0a9cuvfHGGxo2bFjsvN/v16VLl9TV1RW3PhQKye/3X9egAICbS0IBcs6prq5O27Zt0969e1VSUhL3/Pjx4zVgwAA1NzfHznV0dOjUqVOqqKjom4kBADeFhH4EV1tbq82bN+u1115TdnZ27Pc6Xq9XWVlZ8nq9euSRR7RgwQINGTJEOTk5euKJJ1RRUXHVO+AAALeuhAK0bt06SdLXvva1uPNNTU168MEHJUnPP/+8UlNTVVVVpUgkounTp+uFF17ok2EBADePhALknPvcNZmZmVq7dq3Wrl3b66EAADc/PgsOAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATBAgAYIIAAQBMECAAgAkCBAAwQYAAACYIEADABAECAJggQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATBAgAYIIAAQBMECAAgAkCBAAwQYAAACYIEADABAECAJggQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACACQIEADBBgAAAJggQAMAEAQIAmLiuAC1fvlwpKSmqr6+Pnbt48aJqa2uVl5enQYMGqaqqSqFQ6HrnBADcZHodoIMHD+o3v/mN7rzzzrjz8+fP186dO7V161a1tLTo9OnTmj179nUPCgC4ufQqQB999JGqq6u1ceNGDR48OHa+u7tbL774op577jndc889Gj9+vJqamvTmm29q//79V32vSCSicDgcdwAAbn69ClBtba1mzJihysrKuPPt7e26fPly3PnS0lIVFxertbX1qu8VCATk9XpjR1FRUW9GAgAkmYQDtGXLFr311lsKBAJXPBcMBpWRkaHc3Ny48z6fT8Fg8Krv19DQoO7u7tjR2dmZ6EgAgCSUnsjizs5OzZs3T3v27FFmZmafDODxeOTxePrkvQAAySOhK6D29nadOXNGd999t9LT05Wenq6WlhatXr1a6enp8vl8unTpkrq6uuJeFwqF5Pf7+3JuAECSS+gKaNq0aXr77bfjzj300EMqLS3VokWLVFRUpAEDBqi5uVlVVVWSpI6ODp06dUoVFRV9NzUAIOklFKDs7GyNGTMm7tzAgQOVl5cXO//II49owYIFGjJkiHJycvTEE0+ooqJCkyZN6rupAQBJL6EAXYvnn39eqampqqqqUiQS0fTp0/XCCy/09ZcBACS5FOecsx7ik8LhsLxer3as+KEGZnFzAgAkm3MXIrpv0S/U3d2tnJycT13HZ8EBAEwQIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATBAgAYIIAAQBMECAAgAkCBAAwQYAAACYIEADABAECAJggQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATBAgAYIIAAQBMECAAgAkCBAAwQYAAACYIEADABAECAJggQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATBAgAYIIAAQBMECAAgAkCBAAwQYAAACYIEADABAECAJggQAAAEwkH6P3339cDDzygvLw8ZWVlaezYsTp06FDseeeclixZooKCAmVlZamyslLHjx/v06EBAMkvoQD95z//0ZQpUzRgwAD96U9/0jvvvKNf/vKXGjx4cGzNypUrtXr1aq1fv15tbW0aOHCgpk+frosXL/b58ACA5JWeyOIVK1aoqKhITU1NsXMlJSWx/3bOadWqVXr66ac1c+ZMSdLLL78sn8+n7du3a86cOVe8ZyQSUSQSiT0Oh8MJfxMAgOST0BXQjh07VFZWpvvvv1/5+fkaN26cNm7cGHv+5MmTCgaDqqysjJ3zer0qLy9Xa2vrVd8zEAjI6/XGjqKiol5+KwCAZJJQgE6cOKF169Zp5MiRev311/XYY4/pySef1O9+9ztJUjAYlCT5fL641/l8vthz/6uhoUHd3d2xo7OzszffBwAgyST0I7hoNKqysjItW7ZMkjRu3DgdPXpU69evV01NTa8G8Hg88ng8vXotACB5JXQFVFBQoDvuuCPu3KhRo3Tq1ClJkt/vlySFQqG4NaFQKPYcAABSggGaMmWKOjo64s4dO3ZMw4cPl/TxDQl+v1/Nzc2x58PhsNra2lRRUdEH4wIAbhYJ/Qhu/vz5mjx5spYtW6Zvf/vbOnDggDZs2KANGzZIklJSUlRfX69nn31WI0eOVElJiRobG1VYWKhZs2bdiPkBAEkqoQBNmDBB27ZtU0NDg372s5+ppKREq1atUnV1dWzNwoULde7cOc2dO1ddXV2aOnWqdu/erczMzD4fHgCQvFKcc856iE8Kh8Pyer3aseKHGpjFzQkAkGzOXYjovkW/UHd3t3Jycj51HZ8FBwAwQYAAACYIEADABAECAJggQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATBAgAYIIAAQBMECAAgAkCBAAwQYAAACYIEADABAECAJggQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATBAgAYIIAAQBMECAAgAkCBAAwQYAAACYIEADABAECAJggQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwkFKCenh41NjaqpKREWVlZuv322/XMM8/IORdb45zTkiVLVFBQoKysLFVWVur48eN9PjgAILklFKAVK1Zo3bp1+vWvf613331XK1as0MqVK7VmzZrYmpUrV2r16tVav3692traNHDgQE2fPl0XL17s8+EBAMkrPZHFb775pmbOnKkZM2ZIkkaMGKFXXnlFBw4ckPTx1c+qVav09NNPa+bMmZKkl19+WT6fT9u3b9ecOXOueM9IJKJIJBJ7HA6He/3NAACSR0JXQJMnT1Zzc7OOHTsmSTpy5Ij27dune++9V5J08uRJBYNBVVZWxl7j9XpVXl6u1tbWq75nIBCQ1+uNHUVFRb39XgAASSShK6DFixcrHA6rtLRUaWlp6unp0dKlS1VdXS1JCgaDkiSfzxf3Op/PF3vufzU0NGjBggWxx+FwmAgBwC0goQC9+uqr2rRpkzZv3qzRo0fr8OHDqq+vV2FhoWpqano1gMfjkcfj6dVrAQDJK6EAPfXUU1q8eHHsdzljx47VP/7xDwUCAdXU1Mjv90uSQqGQCgoKYq8LhUK66667+m5qAEDSS+h3QOfPn1dqavxL0tLSFI1GJUklJSXy+/1qbm6OPR8Oh9XW1qaKioo+GBcAcLNI6Arom9/8ppYuXari4mKNHj1af/nLX/Tcc8/p4YcfliSlpKSovr5ezz77rEaOHKmSkhI1NjaqsLBQs2bNuhHzAwCSVEIBWrNmjRobG/X444/rzJkzKiws1A9+8AMtWbIktmbhwoU6d+6c5s6dq66uLk2dOlW7d+9WZmZmnw8PAEheKe6TH2PQD4TDYXm9Xu1Y8UMNzOLmBABINucuRHTfol+ou7tbOTk5n7qOz4IDAJggQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATBAgAYIIAAQBMECAAgAkCBAAwQYAAACYIEADABAECAJggQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATBAgAYIIAAQBMECAAgAkCBAAwQYAAACYIEADABAECAJggQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACACQIEADBBgAAAJtKtB/hfzjlJ0vmLEeNJAAC98d+/v//79/mnSXGft+IL9s9//lNFRUXWYwAArlNnZ6eGDRv2qc/3uwBFo1GdPn1azjkVFxers7NTOTk51mP1W+FwWEVFRezT52Cfrg37dG3Yp8/mnNPZs2dVWFio1NRP/01Pv/sRXGpqqoYNG6ZwOCxJysnJ4X/wNWCfrg37dG3Yp2vDPn06r9f7uWu4CQEAYIIAAQBM9NsAeTwe/eQnP5HH47EepV9jn64N+3Rt2Kdrwz71jX53EwIA4NbQb6+AAAA3NwIEADBBgAAAJggQAMAEAQIAmOi3AVq7dq1GjBihzMxMlZeX68CBA9YjmQkEApowYYKys7OVn5+vWbNmqaOjI27NxYsXVVtbq7y8PA0aNEhVVVUKhUJGE/cPy5cvV0pKiurr62Pn2KePvf/++3rggQeUl5enrKwsjR07VocOHYo975zTkiVLVFBQoKysLFVWVur48eOGE3/xenp61NjYqJKSEmVlZen222/XM888E/cBm+zTdXL90JYtW1xGRob77W9/6/72t7+573//+y43N9eFQiHr0UxMnz7dNTU1uaNHj7rDhw+7b3zjG664uNh99NFHsTWPPvqoKyoqcs3Nze7QoUNu0qRJbvLkyYZT2zpw4IAbMWKEu/POO928efNi59kn5/7973+74cOHuwcffNC1tbW5EydOuNdff939/e9/j61Zvny583q9bvv27e7IkSPuvvvucyUlJe7ChQuGk3+xli5d6vLy8tyuXbvcyZMn3datW92gQYPcr371q9ga9un69MsATZw40dXW1sYe9/T0uMLCQhcIBAyn6j/OnDnjJLmWlhbnnHNdXV1uwIABbuvWrbE17777rpPkWltbrcY0c/bsWTdy5Ei3Z88e99WvfjUWIPbpY4sWLXJTp0791Oej0ajz+/3u5z//eexcV1eX83g87pVXXvkiRuwXZsyY4R5++OG4c7Nnz3bV1dXOOfapL/S7H8FdunRJ7e3tqqysjJ1LTU1VZWWlWltbDSfrP7q7uyVJQ4YMkSS1t7fr8uXLcXtWWlqq4uLiW3LPamtrNWPGjLj9kNin/9qxY4fKysp0//33Kz8/X+PGjdPGjRtjz588eVLBYDBun7xer8rLy2+pfZo8ebKam5t17NgxSdKRI0e0b98+3XvvvZLYp77Q7z4N+8MPP1RPT498Pl/ceZ/Pp/fee89oqv4jGo2qvr5eU6ZM0ZgxYyRJwWBQGRkZys3NjVvr8/kUDAYNprSzZcsWvfXWWzp48OAVz7FPHztx4oTWrVunBQsW6Ec/+pEOHjyoJ598UhkZGaqpqYntxdX+DN5K+7R48WKFw2GVlpYqLS1NPT09Wrp0qaqrqyWJfeoD/S5A+Gy1tbU6evSo9u3bZz1Kv9PZ2al58+Zpz549yszMtB6n34pGoyorK9OyZcskSePGjdPRo0e1fv161dTUGE/Xf7z66qvatGmTNm/erNGjR+vw4cOqr69XYWEh+9RH+t2P4IYOHaq0tLQr7kwKhULy+/1GU/UPdXV12rVrl9544424f2XQ7/fr0qVL6urqilt/q+1Ze3u7zpw5o7vvvlvp6elKT09XS0uLVq9erfT0dPl8PvZJUkFBge644464c6NGjdKpU6ckKbYXt/qfwaeeekqLFy/WnDlzNHbsWH33u9/V/PnzFQgEJLFPfaHfBSgjI0Pjx49Xc3Nz7Fw0GlVzc7MqKioMJ7PjnFNdXZ22bdumvXv3qqSkJO758ePHa8CAAXF71tHRoVOnTt1SezZt2jS9/fbbOnz4cOwoKytTdXV17L/ZJ2nKlClX3MZ/7NgxDR8+XJJUUlIiv98ft0/hcFhtbW231D6dP3/+in/NMy0tTdFoVBL71Ces74K4mi1btjiPx+Neeukl984777i5c+e63NxcFwwGrUcz8dhjjzmv1+v+/Oc/uw8++CB2nD9/Prbm0UcfdcXFxW7v3r3u0KFDrqKiwlVUVBhO3T988i4459gn5z6+RT09Pd0tXbrUHT9+3G3atMnddttt7ve//31szfLly11ubq577bXX3F//+lc3c+bMW+724pqaGvelL30pdhv2H//4Rzd06FC3cOHC2Br26fr0ywA559yaNWtccXGxy8jIcBMnTnT79++3HsmMpKseTU1NsTUXLlxwjz/+uBs8eLC77bbb3Le+9S33wQcf2A3dT/xvgNinj+3cudONGTPGeTweV1pa6jZs2BD3fDQadY2Njc7n8zmPx+OmTZvmOjo6jKa1EQ6H3bx581xxcbHLzMx0X/7yl92Pf/xjF4lEYmvYp+vDvwcEADDR734HBAC4NRAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACACQIEADDxf+xkDSh2ACWiAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Новый признак цвета\n",
    "bgr_img = cv2.imread('/Users/maksimbratanov/Desktop/data_var_comp/id100117.jpg')\n",
    "hsv_img = cv2.cvtColor(bgr_img, cv2.COLOR_BGR2HSV)\n",
    "msk = cv2.inRange(hsv_img, np.array([0, 0, 240]), np.array([255, 50, 255]))\n",
    "msk = (255 - msk) / 255;\n",
    "msk[msk == 0] = np.nan\n",
    "np.unique(msk)\n",
    "img0 = []\n",
    "\n",
    "for filename in os.listdir(var_compress_path):\n",
    "    img = mpimg.imread(var_compress_path + '/' + filename)\n",
    "    imgR = np.nanmean(img[:, :, 0] * msk).astype(int)\n",
    "    imgG = np.nanmean(img[:, :, 1] * msk).astype(int)\n",
    "    imgB = np.nanmean(img[:, :, 2] * msk).astype(int)\n",
    "    img0.append(Image.new('RGB', (100, 100), (imgR, imgG, imgB)))\n",
    "plt.imshow(img0[0])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "36b26b4e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x16473a430>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img0[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c317136",
   "metadata": {},
   "source": [
    "#PCA - анализ оказался неэффективным, поэтому был использвоан t-SNE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "a1337037",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Преобразование изображений в одномерные массивы\n",
    "# img_data = [np.array(img).flatten() for img in img0]\n",
    "\n",
    "# # Объединение одномерных массивов в двумерный массив\n",
    "# img_matrix = np.stack(img_data)\n",
    "# pca = PCA(n_components=2)  # Вы можете выбрать количество компонент, которые хотите извлечь\n",
    "# pca_result = pca.fit_transform(img_matrix)\n",
    "\n",
    "# plt.figure(figsize=(10, 6))\n",
    "# plt.scatter(pca_result[:, 0], pca_result[:, 1], alpha=0.5)\n",
    "# plt.title('PCA')\n",
    "# plt.xlabel('Главная компонента 1')\n",
    "# plt.ylabel('Главная компонента 2')\n",
    "# plt.grid(True)\n",
    "# plt.show()\n",
    "\n",
    "# Теперь вы можете использовать pca_result для дальнейшего анализа или визуализации результатов PCA.\n",
    "from sklearn.manifold import TSNE\n",
    "\n",
    "img_data = [np.array(img).flatten() for img in img0]\n",
    "img_matrix = np.stack(img_data)\n",
    "\n",
    "tsne = TSNE(n_components=2)\n",
    "tsne_result = tsne.fit_transform(img_matrix)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(tsne_result[:, 0], tsne_result[:, 1], alpha=0.5)\n",
    "plt.title('t-SNE')\n",
    "plt.xlabel('Feature 1')\n",
    "plt.ylabel('Feature 2')\n",
    "plt.grid(True)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "080bd3f7",
   "metadata": {},
   "source": [
    "Вручную явно можно выделить только 7 кластеров"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f9437a9",
   "metadata": {},
   "source": [
    "#Кластеризация данных, k-means"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "82bacf93",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/maksimbratanov/Library/Python/3.9/lib/python/site-packages/sklearn/cluster/_kmeans.py:1416: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  super()._check_params_vs_input(X, default_n_init=10)\n"
     ]
    },
    {
     "data": {
      "image/png": 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i6rpMmToDXVRVzX9feQ1P7tlFXU83jqvI8/uZVFDIW6ZMpTov74T3nR8IcN2kKfxt+1b85tjrfjiuQ9qG2u5uxufk4jNMfIZJWzR6upsmhDgDjL13NSGEEGecvliS9Xsa2VDbTCJlkZcVYMGkcqZVlZDl9+ExjdPdRDEEmqaxYFw5s0tK2d/XS8K2yfH6qMzNRR+BIPmiqmqCXg8v1tVS29111MQYp4Wm4TdNErZNezRGZW4ulusQlDTsQoghOKOCqqamJr70pS/x5JNPEo/HmTx5MnfffTeLFi0CMndIv/GNb3DXXXfR29vLhRdeyM9//nOmTJlymlsuhBBnr46+KPe9uIG61m78Hp2+eIr1tU08tWYHQZ+XypI85taM49J5k6gszjvdzRVD4DEMJhcUjvh+NU1j4bgK5peOY1H5eD73zBP0pFIjfpwToWsa2T4fHsOgIx6jOBRC1zRmFBWfkuOHU0m2d3QQTacJeDzU5OWR4/MT8HgGA9qeRIKdXZ2EU0kCpofpRcVSMFmIMeKMCap6enq48MILufzyy3nyyScpLi5m9+7d5OfnD27zgx/8gP/93//l97//PTU1NXz961/n2muvZdu2bfj9/tPYeiGEOHukLJsdDe3sqG+npauP1bsaCEcTWI5LTziO/aZFL/tau1i5dR9/fH4d77h4Hv907fmYhizpPZcZus5lNRN5+faP8LG/P8KrDfWnu0nk+fwUBoNE0yli6TR7e3uYX1bG9FEMqizHoaGvj/u2bmZNcyMpx8mkkLdtUo7DuOxsZhaXkOvzs72znR2dnThK4dV1YlaalG1TEAhy3eQp3DJtBtV5+cc/qBBiVJwxQdX3v/99Kisrufvuuwcfq6mpGfy3Uoo777yTr33ta9xyyy0A3HPPPZSWlvLwww/z7ne/+5S3WQghziZKKTbvbeEPz71BbXMnPdE4yZRNyj52koCU7YLtEk9Z/Pyxlby0cQ/f/MdrmVxRdIpaLsaqLK+X39/6Du7bvIk7Vq+kKx4fTB5xKo3Pyibo9dKTSBBNp8nO9bGkYjxvmzET3yis/3KV4rWGeh7cvpUX99XRm0oNJuDQAI+uUxrKYm9PD3U93SQsG1e55Pr89CYThPuLGZuaRk8iwa/W9fH3XTv50kWXcEXNpBFvrxDi+M6YoOrRRx/l2muv5Z3vfCcvv/wyFRUVfOxjH+Of//mfAdi7dy+tra1cddVVg8/Jzc1lyZIlrFq16qhBVSqVInXQ1INwf+pUy7KwLGsUz2hoBtowFtpytpNrferItT51RuJaK6XY3dTBIyu2snxLHbFEGsdxBzu/XmN4a232NHXw6Z89zH/dfh0zqktPuF1jibymT85NU6ZS29PFy3v30hjpOyzD38F8/VPhfCOUCGVCbj7XTJpEOJ2mMdyHqxS3z1/I4vIKNE0b8d9peyzGj1e+woqGesLpTDDlffO5KEV7NEKuz4dSEDANEpZDNJkgaVmHbe86Nq3hPv7j+WfpWxpnQl4+Sccmy+NhYn4B3hMMDOV1ferItT51hnuth7qdpoZTKOI0Gpi+99nPfpZ3vvOdrFmzhk996lP84he/4AMf+AArV67kwgsvpLm5mXHjxg0+77bbbkPTNO67774j7veb3/wm3/rWtw57/N577yUYDI7OyQghhBBCCCHGvHg8znve8x76+vrIyck56nZnTFDl9XpZtGgRK1euHHzsk5/8JGvWrGHVqlUnHFQdaaSqsrKSzs7OY164U8WyLJ599lmuvvpqPJKBaFTJtT515FqfOke71sm0he0qAl6T5s4wr23fz5qdDXSGYygU4XiKSCyJZTu4SmEYOrbtHnME4UT4TINL5tbwpXddgc975r4W5DV98pRSbG5v4xsvPse+vl6co3RPfJrGtyon8o2GOlLD7MIMjO8MPMtrGFTn5jG/bByT8gs4b1w50wqLRq0cwDdefI7n99WhAbFUiqHmPtQ4vD7X0RiaRkEgwKziUpSC9liEhO0wtbCA8ysqWTiufMhJSOR1ferItT51hnutw+EwRUVFxw2qzpjpf+PGjWPmzJmHPDZjxgz+9re/AVBWVgZAW1vbIUFVW1sb8+fPP+p+fT4fPp/vsMc9Hs+YelGPtfaczeRanzpyrU+dgWu9p7mTvy3fyKpt+4kl05iGjlKKlO2Ssmws28Y50qKW46ybOlG2a/PMG7XYSuM7t1+PoZ/ZCSzkNX1yFo6v5DtXX8sXn32apkgYpRSOq7DU4S/KlFKHBVUDwYdBpijwmxn9P9fQCHo9KAVpV3H7eYuoyS8Y+RM6yN6eHla3tqDpBnHLIjZK97Q1pWiJx+lrbkQpMDQIeLzU9vWRcl02trfx1hmzuKCyasj7lNf1qSPX+tQZ6rUe6u/jjAmqLrzwQnbu3HnIY7t27aK6uhrIJK0oKyvj+eefHwyiwuEwr7/+Oh/96EdPdXOFEGLMeWH9br577/P0RBOnuymDlALbcXlpYy33PLOG918tmQHPdfNKx/HppRdw1xtrqe/rBaWIpq3DAqsjjSUpMiM12V4fkVQKp398x9A0TE0HFC7gN00ChonlOoTTKerDfaMfVPV2k7AtQl4PPYn4qB3Ho+u4SpF2HPyGQcyy6EunaYtFqevpIc/voykSxm+aLCgbJ0W6hRghZ0xQ9ZnPfIYLLriA//qv/+K2225j9erV/OpXv+JXv/oVkKl98elPf5rvfOc7TJkyZTClenl5ObfeeuvpbbwQQpxmje29fPuPzxKOj42aQAM0jczUQsfl4ZVbKcnP4S2Lp0tH7xymaRrXT55KRXYO923dwrrmRtJOBGUrHBQDIXfANElbNgp1yNQ4XdNwlIvH0NFcF3tgREgDDZ2AYRD0eLBdF13X0bVM0DXaPIaBjoah6Ued2jhSHKVwHIe04wxeGwUkHZvWmE17LM53l7/I22fO5tbpM6XAsRAj4IwJqs4//3weeughvvzlL/Ptb3+bmpoa7rzzTt773vcObvPFL36RWCzGRz7yEXp7e7nooot46qmnpEaVEOKc99tnVo+5gApA13U0NAwNHFfx+vb9zJ04TooEn+M0TWNe2TjmlpbRm0xwx6oVPF27h6iVJsswgEzw5DF0rIMCBx3I9vkImCYV2Tm0RqM0hfswNZ2gx4Op6/0jVmC7LoaukR8IMrOoZNTPaUFZOYXBEG3RCLqmoZQa8TWKAGn36EnpTU1DKXBQ1PV08/L+fdiuy/vmzh8sMCyEODFn1ByLG2+8kc2bN5NMJtm+fftgOvUBmqbx7W9/m9bWVpLJJM899xxTp049Ta0VQoixY0Nt8+luwmEMXUPXMtO4dF0n6PMSS6bZ2dB+upsmxghNywQ9b50xi6JgEBR4jcz9YMt10TUNXdMGR5o0NLI8Xsbn5JLr81OTl09xKIRC4SrQ0bBcl7hl9Y9Q6VwxYSIFpyDbb5bXyw1TpwGga3qm7aN+1EPZ6sC4XtyyKfD52dDawr7enlPcEiHOPmfMSJUQQogTl0wPNc/YydE0CPo8eEyDsoIc8rMCdIej1DZ3Y7uZzlwmiNIOuTNumjpVJXkA7G3pZldjB/nZAYpzs05Ju8XYNq9sHO+aPYcfr1pJNJ0GwNR1ko6TmVbXv2bqyppJFASDaBpMyM1jYXkF7dEI31vxKvv7egg7Nrqm49F1gh4vF1RW8aEFC0/Zedw+/zx6Ewn+vGUjfamRGTk2Ne3AFMchGBjHcpVLwrZIuQ57uruYOMpryoQ420lQJYQQ54CA1wMkR/UYOQEfUyuLUEpj1oRS3n/VQgpzQkQTKV7csIc7H1xObzTTBp1MAKahYRo6xblZ6DrsauigpSvMS5tq8ZgGM6tL+aerF1GSnz2qbRdjm65pvH/uAlK2wx83vgGAqenkek0cFCGPl9tmzuKji5agvymD5NTCIu4pLuXJPTt5ef9+0o5NYTDEtRMnc2FVNSGv95Sdh6nrfOHCi7m4qpqvvPAsDeG+E1pfpZNZo5Xt9RFLp7Cd4WfndIDeVJKgx4t1xJSfQojhkKBKCCHOATOqimnsioza/vOzAsyaUMr4ojwWThnPRXNq8HkyHzFZAR83LZvFvEnlfOP3T7O9vj2ToELX8XlMSvKyKMnPYkd9O93hOJ3h+GB9rC17W3h6zU6+/r6ruGze5FFrvxj7NE3jnxeez+Kycexbu44J+fkkXcW0wkLeMmUaF1dVHxZQDSgIBnnv3AX8w5z5WAeNbp0uSyur+OlbbuLfnniMur7eYT/fBXJ8fsZn57Cvr4fECQRVACsa6plWWERBIHBCzxdCHCBBlRBCnAPeetFc1u9poTNyYunUA16TvJCPWMrG6q9ZlRP0MaGsgPdcvoDq0gLQoDg3i4DvyJnEqkry+dkn387/PvQKG2qbyQp4GV+Yi9/vYdXW/XT2xTJ3zFVm/QtkMpb1RBN8+ddP8L1/voFL5046ofaLs8fMklL2AX946zuHXc9H1zR85unv+iRti41tbXg9J9YWjcz0PVPX8OrGIY8PZ9zLUYpdXV2UZ8s0WyFO1ul/ZxFCCDHqFkyq4GO3XMRvn3ydpq7wYR0vU9fwmAa262LbLrqu4TUNivNCXHPeNJbNqqa9N0YsmSLL72NKRRFVpfnDLtYb8Hn4+C0X8sKGPWyqayYST9HUHSaRtnCVQvVPhRoYRBiYGZWyHb722ye554v/QE154UleDSFOD6UUq5saeaZuD9va29nf2zvsQCjb68V1FWnbYWdXJ3HLGvyZzpGLHh+NBjjK5Z6NG/j6pVcM45lCiDeToEoIIc4Buq5xywWzmDdxHC9vqmX1jnr64imKc0KU5mfRG02SSFv4fSaJlEU4nqIkL4uP3LCEKRUjm246K+Dj5mWzuGTORDr6Yqzf08i9z6+nOxJHqUxA5R6hlxlLWdz+w7/wy8/cxrTK4hFtkxCnwtqWJu7buhmlFIWBTDbDgUmIQwmsPJpOtsdL0rYoy84hkkrhKjA0CKfTww6oAqaHhG2xuV0ybgpxsiSoEkKIc4SmadSMK6RmXCH/dO1iAPa2dvO7p9fg93kI+D209kToiybRdY323igPvrKFT77t4v5EFyMrLytAXlaAcDyJ7ToopY4aUA0IJ9J87H8f4MFv3k5uSGoQijNH2nF4YW8d4VSS9liM7kSctOvgkhlhGkpQpWvQnUxQEsrioqpq9vb0UNvTTZbXx86uDlLDWFulOBDQSY0qIU6eBFVCCHEO27CniUgiheO47GnuJJpIZ4qpKoWuQUtXmAWTK7hm0bRRa8PUiiJyg35auiJD6lj2RJN8+qcP8evPvQvDOKPKLYpz2L7eHra0tbG7u5O4ZWPoOl7DIGHbDCX3ngZYSpHt8XDFhIn4TQ+6rqFp4DOM4z7/SBK2hQYsKq84oecLIQ6QTyMhhDhHKaXY09xF2rLZXt9GVzhOPJkmlbZJWQ6JtENXOM5PHn6VlDV6da6yg37efvFcdH3od8s37W3lt0+vHrU2CXGyYuk0q5saeWTndh7btYNVDfXs7OogalmEvF5CHg+5Xh/e46xL1ACPpuEzDAKmyZKKSnL8mVHawkAQXdPpiMdwTiAtugvk+vx8dOH5J3CGQoiDyUiVEEKcwzQUzV1h+mJJbNflzSVzFNDUFebup1fzrzdeMGrteOtFc3hxYy0rtu4b0vYK+PWTrzOtophL5klGQDG27Onu4r6tm2kKh1EoXKWo7+2lL5kk4PFg9E+303WdgkCA3mSS5BGm7ulkpubpmk7ANNE1DY1MwBb0eCgIBMn3+9ne2YHfNIna1mH7OJ6PL1pMyOc7yTMWQshIlRBCnKM0TaOqJJ+ucBzLOTygOthfX9o46m2586M3c8HM6iE/x7JdvvTrv7Ojvm0UWybE8HTEY/xhwxu0RCJMzM+nKBAiadl0xGLYShFNp0naB0Z+dU0n6PGiAQYaQdMkz+/Hp2W6aI5SOMqlL52mO5nkub21PL5rB2uam+hOxBmXlY2p6bjDyiF4wCO7d/J6UwMpe/RGo4U4F0hQJYQQ57B5k8px3ONPG+qNJVm1bd+otsUwDH7yibdy/tTxQ35Oynb40q//jn2CxU+FGCk7Ozv52OOPcNXvf8O9WzfzSv0+ntyzm9eaGmiOZMoYeHQdF+hLJYmkUjjKJe04xNJpTF0nL+CnOjcPANVfIFsD7P5yA5kU6IqORJztne2sa26iJRohblskHYcTSTexo7OD77/6Cr9ct5rOeHzErocQ5xoJqoQQ4hw2dXwxhdnBIW37o/tfHuXW9I9YfewWSvNCQ35OY0cfT6/bNYqtEiKjIx7j+b21/GrdGv7n9ZU8unM7XfE4f9myibfe9yeeqttDxLJwlCKSTrO3t4f63h6Cpocsrw+faWJqOoamk3IckraNqxSGruHRdXJ8PqYWFRE0PZi6jt4fJmmA3zAJeryYmoZSilg6TWs0wobWFlL9yWU8uj44tXAoTE3DVYp9Pd08umsH//XKS7REI6Nz8YQ4y8maKiGEOIdpmsbSGdU0vLLpuNvua+tmy95WZteUjWqbAj4vf/rye3nHt++hN5Y87vYK+P69L1Db1Mk/X7+YgF/Wh4iRt7Gtlfu3bmZjWyud8Rjp/tHRLI+HpkjkqBn8LKXY29dLVW4uUSuNoTsYmoauafgNkxyfj4awhc80mF1SCkpD0zS8poll29gDO+6PlbyGie04aJpGwrJIK4UOmLqO1zBJOzbOsebyHsTt3y5mW+TYDqsaG/jeKy/z0fOXML1IasEJMRwyUiWEEOe4f71pKUNJvOcquONvoz9aBVCQE+Lnn347Ae/Q7v1FU2n+8Nw6bvvuH/n9M2tYuXUfzV19o9xKca5ojoS5d/NGXqnfx76eHmJpC1cpbMeh4RgB1YColUZXkOvzYWg6AU9mJCphW8Rti2yvl0n5BdTkFaBpmcycylU4qr+eVH8QlpEZ2Qp6PSgyiStyfH48hoHlOsOqOaUAj2GgASGfj5DHS3M0wl+3baEvefwbGkKIA2SkSgghznH52SHmTaxgfW3TcbfdVt/Gln0tzJ4wbtTbNW18CZ97xyV8594Xjrut0d8RbeoM89NHV+D3eMjLDjC7upTbLpvP/ElSh0ecuPWtLWxsbaErHidgevCZme5TyrKAoWXc60klCHq8lGVlke/30xGP4zdN3jZjFtleL6827KcnkSDfH8hk8kunUSoTrmWy/mnQn0lQ13R0wFUuoGHqOn7TJOXYpB0HzXGGlLbC279mS9My+0hrDsXBEC2RMJvaW1k6Tv5uhBgqGakSQgjBZ99xCUO5wZ22HH58/8uEhzAtbyS87eJ5zJt4/ABO1zXc/l6k42Q6nomUxdpdTfz3n19gxda9o9xScTbb0NJMVzyOoeuDARVA0hl6xrxwKoXXNDm/YjxLKiqZVFDAJ85fykcWns87Z83hqprJRNIpmiJ9BD0eHNfFUao/pXomoHL6X+SGpmHoemYUC0XatolbmdGzgGmS7T3+FFiNTLDmKoWp63TH4/QmMwk0bNelvrd3eBdJiHOcBFVCCCGYNaGMiaUFx91OATsbO7jzwVdwh5A1cCT85BO3Mrm88JiZzWznwH15TQOPoYOC0rwswrEk9z6/nkhcpjOJE9ObTJJ2HTy6ccjjQ127BFAcCHJ+eQU5Xh91fT1Myi9gWWUVkFkPdcv0GXxi8VKumzyV6yZPZVllJXl+P5qmYbsuSdvGdh0cpUjYFu3xOC6ZAr5hK004nSKSStGTTJJ27MEOnqlpeHX9iB0+R2VuQFiOQ3s8RiSVYmNbC2ubm9jc1ka6P836vVs2ccdrK/j9xvVsbG0ZXE8mhDhApv8JIYQA4MvvvYKP3vkglnP0YMk0MpnHXt26l7++vJF3XTYfbRhrOE5EVsDP777wD/z8sRXc99IGbPfwjuzBj7iZRSj9d/pd/F6TnY0d/PrJ11k8rYrpVSUU5gw9u6AQFTk5KMVhNxJMTQeGFmAEfT5ao1FMXWdKQSHvnDmbwuCBzJu6pjExv4CJ+ZmbG65SrG5q5JdrV7O5vY24lR7M8nc0isw02FT/9L+AaVIcDNKXTJJyHFxXoWmZFO30B1SKTGCmkUn5brsuCdvmiT276InHeAsGbzQ34fF42NPdzdqmRhaWV/CuWXMIeDzDuo5CnM0kqBJCCAHAeZMruXHZDB5ZsW0wK9iAzFQhCHhNTMNEA55bv5vzpoxn6vjRzxIW9Hv4lxsv4MWNe2juOn7K53Asic9j0BNNkExZJC2bNTsbaewMk7/Rz1XnTWXJ9KpRDwjF2WHZ+Cr+unULkXQKx3Ux9My4T8DjIWoff01Vtmly49RpTCsspiQUYkphEaZ+7MlCuqaxdHwliyvGs6W9jS8//zQ7u7rwaBpew8RyHWzHOSSk09Eyf6xKEfJ6mVdaRmlWNj2JBLZyiaXTpB0Hv2lS19NDJJUCMiO7jlJYroPjKhSKqJXmlfp9vKVqEuWhLBJkArC0Y/PSvr0UBgLcNG3GCV5RIc4+ElQJIYQY9Pl3XM7+1h421jXTfzMbTQPTMPAaGkqB47pYts3+1m5+89TrfOi6JUypKBr1AOW3T71OTyQxpG0VkLQctGgSn9fEaxpUFOVQM66Q9p4oj7+2jZygj5nVo5seXpwdFleM5/IJNfx99y7C6RRew8DQdFwy6cyPNRHWQGNpZTU3TZ3BuOzsYR9b1zQc5dKdSBAwTHL9/kwqdccBTcNQCpfMa95rGGT5vOhoFAWDFARD3DZrDnHLImlb5Pr8zCguIcfn4/+teIX7tm0mYVlYrju4hgsGs7cPjgD/fvMGXE0jy+sl1x9AKcW9mzdyfsV4yrKGf05CnI1kTZUQQohBAZ+HL9x2BZXF+XhMA49pEPJ7Cfk9uGikbQfXdfvTPMPGPc38z4PLeXrtjmNOSzpZ7b1RXt5US9oe3lqOtONgOQ5Bv5fCnBC6plFWkI1lO7y+o35U2yzOHpqm8cklF3Dd5CkU+AOgwHZdNAVFgSAB88j3qP2GwZySUi6dUENZVtYJH39LWxtJ28Y0Mt22zJhR5rWr63ommQXgMw0qc3IpCAbxGCaW45Dt83FJ9QSumTSFJeMryfFlkliUZ2eT482kUR8Iogwtk2PwzUGiAtKuS3cySX1vD0nbora3h3s2rsc5RWsrhRjrZKRKCCHEIaZVFnP7tefzf4+sIJpIoes6rpupm+P3ejNpnhUk0w6Grqht6eZ/HnqVfa09fOj6JXhM4/gHGaYNe5po6YoMZj87nkyuNHBchesqKovzyA35B39ekBOivr2X3liS/KzAiLdXnH1Ks7L494suYV1LM8v376MjFiM/EOCSqglcVFnFD1a+ymO7d5C0LAxdpygQZEJ+PpdWTeCWaTNOaiTXVZmKVAM3AXRNB01DU4qD7wsYmoapG1hOimyvl6DHQ57Pf8R9VuXlYRo6usZgJkHHdY9bc8sBWmMxvJrGc3W13DBlGrNKSk/43IQ4W0hQJYQQ4jBvWTKDhs5eHn51K6ap4TguluPi9k8TMg0Dx3VQriIRSWM7Lr99eg3LN9fx7+++grkTy0e0Pev3NJG0hp6+eqCfqWtQkpfNnJpxh3RqDV3DddUpy2A4HHHLYkt7G+tbm4lbaWryCji/fDwVOTmnu2nnvDx/gCtrJnHFhIkoOKTQ7rcuv5KPL17KG81N9CQT5Pj8TCsqoiYvf3AN1omaXFBIls9LTzyBqxRew8C0NdJoKBRKKbT+9iVsCw0NXdOZUVxCSejISVnmlpRRk5fP642NmYQV/YkrhiqtFHt7e/jEk4/xj3MXcF55BbOLS076XIU4U0lQJYQQ4jCGrvPBaxfTG0myobaJvlgSb/90wGTawnVdUlb/VDyVmS7kOi47Gjr4yB33c+3Cafz7e64g4PWedFuUUqzd1Tjk7U1dwzR0UpZDyO9jSkXhYaNnvbEkJblZ5ISOfBf/dGmPRfnpmtdZ19yUSePtOCgURYEgH1qwkLfPnC3JNcYArX+a3JuVhEJcN2XqiB9vbmkZs4pLWNVQTzSVIuT1EjA9uCpNyslMx/UbBpbr0JdKkuP1Mau4mGsnTT7q6yXX7+dfFp5PbXc39X29uP1rs4ZFQWs0ygPbtnDXG2twAV1lEl+UZmUzq7iEmrx8Uo4DGkzMK2BuWRnFQcm+Kc4+ElQJIYQ4Ir/Xw0dvvoCHX93Mc2/sojMcJ5m2cRWZtOv9SSzsN93dTtsuj7++na372/jmP17D7JrjF+89lkg8RWt3eEjbZrqPCstx8XoM/F6T/OzgIdvEkmmSaYuFU8fjMYY+VTFhWbxSv4/2WCyzTqVqAvmBkZs6aLsuP1n9Gs/V7iFp2/2Z2FwsN5Ok4GsvPsfWjg6+evGlmMNotzjzZft8fOL8pUTTaba0txFOJTPT9ZTC0HW8uk5BIEC2z095djZX1Ezi0uoJx00icd64Cn549XV8+uknaIyEYdhrDDPp27d3dR72k4ZIhLUtzRiahq4Uqj+4y/cHePvM2Xz8/CWERuCmixBjhQRVQgghjio/K8A/XrOIwpwQ9y/fQE8kgVLQFYmh6xr2UWpaKaCutZuP3PkAF86cwEdvuoCJ5YUn1Ia0nUk2MRQKsF0wdCjKCVEzrpCOvhixlIXXNIgl0qAplkyrYvG0yiG34ak9u/jN+nW0RCI4ykXTNH79xlpunT6TK6treGTHViYA//3Ky8wtG0dFbi6VObmUDTHbW28iwVdffJan9+w+6mhB2nX5w6b1xKw0/3XF1RJYnWNmlZTyvauu5fnaPTy7t5beZJICf4DLamp4x/RZJGwbtz+VenZ/MoqhmD+unHve+nY++eTf2dnV2T86OjRD+at0lMps1x+wdSTi/GLdalY07ONfFi7mipqJ+E2pdyXOfBJUCSGEOCZD17l64VQaOnp49o3dJFJWJnEFHLfzlUzbvLiplk17W/jQdYt560VzDpmK5zguHX0xemNxNDTGFeaQEzx0Sl5WwNe/TsNF1/qL+x6DrmkUZgeZOr6YL//DlWyvb2NjXTOJlEVVSR4LJlUwc0LpkEepXtxXx49WvUrMsigJhvCbHizHpiMW487XVnDnayswlOJbFRP489ZN/G7LRnSgMBBgTmkZV0+cREVOHhPy8qjIzjlsOtbenm7++bGHqevtOW5bXOBv27fSEY3x/auvpeQkMsqJM09Fdg7/OP883j9vAcAhr6WTSWxelZvPL2+8he+vfIVna/cQt6whB1Ynakt7Oz9a9Sprm5v5zNILhhUICjEWSVAlhBDiuAI+D7ddOp/Wniivbtk75Cx8kFnjFI4l+d0za3EVvOOSubR1h7nn2XUs31xHVziOq1x0TScn5OPKBZN5zxULqS7NB8DvNakszmNX0+FTjA7mM3X8Pg+W7ZKXFaAwN0RBdpCL50zk4jkTT+i8Xdflz5s3EU2lqcrNRdMyi/A9hommaYOdz9CbFue7QEciwUv797GmuYk5paWUhbKZU1rG26bPHOxAxi2Lr7/0HPuGEFANUMDLDft49wN/4QfXXMui8qGPuImzw2isqyvNyub/XXUdL06u41dr17CpvfUEpgMOnQJaIlEe2rGN3mSc/7j0CvL8kolTnLkkRYsQQoghKc7L4ovvupzrFk3D7zWHPkXIVWi6RjJt8dKmWh57bQv/9tOHeHDFJtp6o9iui9tf96c7kuCB5Zv53C8fY92uhsEU0v9wxQK8pn7MUapQ/4hWwOehL5bAaxjo+sl1Pnd3d7Gnu4u8gH8woAKwHYeOeOzA9wcVTT34g1VTiqRt0xNPkO31sbKhnvu2bsZ2XSzH4ak9u9jY2ppZ4D/MjvK+cB8fe/xxtrW3nsQZijOZUorOeJzWaHhE6kUZus5VEyfzl3e+m7+8411cXlUDHCgGrAMeTcM7Qhn+ko5NOJXksZ07eOdf/8wD2zazsbWFlD30TJ9CjBUyUiWEEGLIsgM+Pvm2i1FK8fDKrUMqxquUwrZdksqmLxLnV4+/RmdfHOcoAZIC6lq6+PwvH+PqhdO4YelMJpcXUVWSz57mriM+J+Tz4DF0kpZDbtBL0nIoyT/5qXHhdArbdck2Dp2aFLPSpB1nsB7WgMO+7w+UmqNRNA3KQiGe3rOL5/fuoSueoCsRJ2ZZmfM+gVGBzmScDz76ED+4+nqWVIzHd5QitOLsopTimdo93Lt5A5va2wZHTHM8XuaUlXHNxEnMKSljWlHxsJKxDNA1jfll5fzPW27kiSee4LtXXM1fd2yjORwmkk4RTVsjdy5k1mbV9vbw3eUvs7hiPF7DIKs/iUVxIMiC8nJmFZfKdFcxpsm7rxBCiGEJeD188V2XU5KfzW+efJ1E+uh3lXUtk958oAZOW2+UcDx53HVRAH3xFM+s28lLG/egFETiycOClgGO6xKOpzB0nWTaJuDzDmb9S6Qt9rV2k7JscoJ+qkuHXjdoXCgbn2kQtywCBy2mzyQ6P9yR1plpgOU4dMRi1PX2UNvdjaNcGFjAf9BzT0R7PM43XnqeayZO4u0zZzO1sOgE9yTOBEopfrthHXetW0tXIo5zUDDenUry8v59vLx/H7leL7NLy/iH2XO5dtIUALa1t7Onp4ssj48LqqqGnH3vxqnTuWbKNDa3t7G5vY1na3ezvqWFoae0OD4NiKTTvN7UcNBIlUbKdWBd5uf5Pj/zSsdx3dSpTMzPZ2ZRCQGPJLkQY4MEVUIIIYZN13U+eN1iLp5Tw1d/+xT7Wruw3xQp6RrouoauaygFXtMYTMk+VPFUmkg8E8DogMdjoFwX2zk0qElaDroOqEwQpUXj/Orxlfz9tW0UZAczUwxdhcfQqSzO57rF05g47vjZCMfn5jK/rJzl+/eS6/Nj9gdjAcNE17RDOrRw5MBIqcy12N3dTUO4l7Q7tEyGQzEQZMbSaXZ3d/PHzRv5l4XnU5EthYLPVru6Orl380Z6k4nDXn8Hi6TTbGptpTkSYVNbCxtaW9nV1UXKsQcLBV8/ZSpfWHYR3iGMcIa8XpaOr2Tp+Er+ce58brv/z2zuaD/p89HI3HxRgKsU4XQaDxpvTpWhyASNL9bv5aX6vXgNg6qcXP7z8itZPL7qpNshxMmSNVVCCCFO2JSKYu772vv4+vuuprzgQP4xXcuszzA0DddV6JpGdtCPq4a37uPg4EnTwGMYeD0mHvPAx5fWfzzQQGXWcNmOoqkrwuqdDTy7bid7W7tQKBo7+3hyzXa+fvdTPLZqK/Fk+rht+NCCRVRk59AQ7qUrESNup0naNgPlX481ucpWClu5OEqxr7ebxAiuFTl4nYujXHJ9PtqjUdY0Db1QsjjzPL1nD53xAyNUR1uJ5/b/MJxK8rsN69nQ2oLtuvgME6UULdEIv12/jmW/+QXfevkFWiKRIbfBZ5rcMHX6iKytGmi/e1CAeLzcgwpIOQ67e7r5x4f/xpO7dp10O4Q4WRJUCSGEOCmapnHTsln8+vPvYnJ5Id7+lOmuUigUHlMnN+TH0DW8JzFVRw3+V8M0jMHOWOYON7iuOmKNJ0dBbXM3K7bspSsSIyvgozsS508vrOfPL64nkkgd87jTi4r4ryuv5fIJEwGN3kQS23U5v7yCwkDwuBOgFJC2bdIjkEjgYAPn7zEMDE1HAXl+/2DnWZydGiK9OEoNaQ1e2nGIWxZp18Wr6wRMk6RtkeqvRaWAnlSK329cz0V3/4r3PnAf4WRyaO0I95LvD1AYCGBq2hGDOw3I8njwGQbGQYlYNA4kddE17ZCAajh0MvXbvvj8U+zs7KQjFjuhtYlCjASZ/ieEEGJElOZlccOSmazd1UBXOEZ3JJ6Z9ucxCfo8hPxeAl4Pu5qOHcQMONr6KehP6qBlOlUD0wmPtT1A2nZp74miXEV20I9SLhvrmikryOGGJTOO2ZbpRUV876praQqHaYtFyfX5qMnL54W9dXz9xeeIpY7eEdWP064jyfd6uaB6AovLx3PXG2tofNMowsC5mpqG1zAIeDxkezPJNGzXxXHdwamK4uwSMD2ghvaacl2FpTLTTZWmDSZYOVLIrYBVzY1c8rtf8+i730tVXv4x990Zi6NrGhPzCoim0/Qlk8TSKSzXxdB1UrZNeXYOF1dPIN8fYHxOLn/btoU1zY1omoaGhqvc/psvJ2bgPGKWxTvvv5f5ZeOYXlTCNRMns7C8fFRSzwtxNBJUCSGEGBGaprF4eiV7mjspzAmRHfQSTaRRSqFrOr2xBIW5QXY3dR63E6WRme4HHL0DmRm0Gpz+d7RsggdzFbT1xuiJxMkOBpg4rpCNtc1cMnciGrC9vp39bT0opagsyWNmVSk5oQPFiCtycqjIObBeqTQ7m/njxlGVlQO9YS6qrKI1HmdPT3cmxbUC+wS6jLNLx/GT628C4B0zZ/GPD/2Nje2tOK47cNqZqZC6jscwKMvKIj8QYH9fD1MKivCeQMY3cWa4oLKKJ3bvJOXYmRGrY2xr6hqDCToVWK57xIDqYOF0ig89+hDPvP/2Y24X9HgwdB3HVWR7ff1BfaY1tqtojoa5qmYiX7nk8sHnXFpVze2PPsiuri401BHXJZ6oqGXxakM9qxrq+du2zVxSPZFPLV3GhOMEh0KMFLmNJYQQYsRMryzhxiUzMHSN5s4wsWSaSDxNIm2xcMp4UGAYR54qdDBdz6yP0rVMogsNMAwdy3YHMwkqAAWarqEbw/s4SzuK7kic/W09RBIptu5t5a4nXue+lzawemc9a3c18sDyTfzy76+x5xhFh32Ggakbg1OOZpeUUZWbh6nrg3WyBqY6DceWjjY2tDbzyM7t/HDVq0zIy2NaQSG5Pj9e3cA0DHyGic/0UJWTy+ySUmJWGkcpFleMlzv0Z7FLqycwp7TsuHXNDBjM7qdBfwA0tGmh+/v6eL2x4ZjbTCksIuT10JtKkLRtlFIoBUnboTeZIMvjZXpxySHPKc7K4hc33sJ548rxmpkC2iM9Wc8hM6Xx8d07eM+Df+VPm9bTFY+P8FGEOJyMVAkhhBgxmqaxZEY1k8qL2F7fRnckgd9jMKm8iHgqzWOvbcXv8WBpDm5/cOQcIR2g4ypMXcNjmqAUhldH0yFtOaRtB8dxMXQNU9fJCnhJWjaWPbx1RArY2dCB7bg888YuIvEkNWUFGP0Bmuu61Lf38rdXN/Ph6xdTmBMafG5zJMyqhgaW1+9lQ0sza2ybWaUVbGhtIerY2G4m+Bs4Mx0YTs6/vmSSb7/8An3JFCnHwVEKV7lkeT2UZ2cRTVvomkZ1Xh6loSw6Y3Ec5XJBZRULysYN6zqIM0vA4+U7l1/Nl59/mtcbG7GOkPxFB0JeHx7dwG+apGxnWHfRbeXyVO1uFh7jtXR+RQVvtDQRsyx6E0liVibpi0fXKQgGKQmGmH+E54/PyeV3t76N+7du4YHtW6nr6cZy3BHNigngKEVXPM7P165ma3s7JaEsdF2jKiePqydOIuTzHX8nQgyDBFVCCCFGXFFuiIvnTBz8XinF755Zg6Hr+DwmtuPgOuqIU39CPhOvx0PKsgn6PJQXZpO2M3Wo4roFKEJ+H9PHl+Dzmmyvb8WOJIDhFyRVwJ7mLizb4bL5kwcDKsikja8qzae2uZMt+1q5dO4kAGq7u/jN+nW80dJMOJUinE6hnEyHcF1zI66mk+r/Xqd/lErT0NWRE2kcrV37enspDIYoCwQxdR3HdWiPxUg5LjdNnU5FTg7bOtpxXJeJ+fksGV/JwnHlRyz2Gk2n2dvTjaFplOfkkOcPDPtaibGjIieHu295Oy/vq+P3G9ezraOTqJXCcV00TcNnmAQ9JqVZWVw6YQLP1dXRd4x1f2+mwXEzdc4uLmVxRSWrmxopCgQH06JbTuaGyaUTao469c5venj/vAX4TJNHdm4jlrbY0dFBepjZQY9l4G+vMx7nge1bMzdxDjq/oMfD3JJS/v3CS5lTVjZixxXnLgmqhBBCjLpoMs2epk6SaYtYMkXKOnrZUMtx0HSdoN+TyeinNErzs7l4Tg05oQCF2UEmlhVQU15INJ5i+aY6HlyxmdrmLuKp4QdWAA0dvbyyuY4JpflomkZWwEdhTgjT0PF7Pexu6uTSuZOwHIcHt29lQ2srSdvGcl38honHyHycWkqRcg+kTR/sIp7AuhHbdcnz+QcLFRu6QVEoRG8iwbbOdt46YyZvnT4TRyn8pnnE6WC9iQT/9erLvLivjnAqkyAk2+vjqomT+OKFF1MQCA67XWJsMHSdKyZO5oqJk4HMjYu4ZbGxrZWWaIRsr5dZxaWUZ2dzzaS9/NcrL7Ovt2dImfYMTeOiyupjbuMzTf5h9lyKgiHWtTTRm0ygoVGalcUFlVVcWl1z3CmKFTk55Pr8TC8soTHcR/cQMw8OhYZ21Iybikxyi1VNjbzt/nu5edo0vn/V9ZLcRZwUCaqEEEKMKtdVbK5rZu2uRnoi8cOKBL9Z2lak7TTxZBpD1+g0M2uW/F6Tf71xJtWlB+5+52cHueXC2Vy1cAqb9rbw26dWs2F305CSVhzSRkVmfVU8RcDnwXFcQn4vM6tL0TQNt79ztru7i62dHdiuM5i9zNR0UvaJBXNHkkkzrWNo+iFro1yl0NHQNI2eRIKdnR3U5OUfdf1UNJXiA4/8LTOadVBHujuZ4P5tW9jU1sof33YbBQEZtTobaJpGyOvlgsrDC+FeNmEiF4yv4ok9u/i/1a9R19tzzH2V5+Rw1aQpOMepqxbyerl1+gyuqKmhNRpF1zTKs3MIDrF0wuziUoqDWfQkE0zIzac31XrC6dUPc7x0oP0cpXh0507KQtl84cJLRubY4pwkQZUQQohRo5Ti76u389Crm+mNJY4bUB3MVeA6io6+GIm0RTiWZM3O+kOCqgEhv49lMyawcPJ4nl63i//+8/Mk08MrtOu4ir5YAlcpbNulJ5qgvTdKUW6I86eMB6ArHieSSuGisFwHHY2042D1T/c72fQQAaN/8b5yCXg86JpG2rEJp1JE02ls1yVupWmNavxo1av8fsN6KnJymFNSytLxlUwsKBzM/PeTNa8dFlANUMCOrk7+44Xn+L8bbjrJVoszgdc0uXX6TG6eNoP/fuUlfrPhjcO20YB8v587rrk+k5lviPvO8fnJ8fmPv+Gb5Pr93DJ9Bvdt3Qwa+HQDy3WwTzKw0hje4LCjFH/bvo1/Xni+TI0VJ0yCKiGEEKOiOxzl33/9BG/saWIYsdRhMsFOimgizeOvbecdl8w76rZej8lNS2dSnBvkv//8Ao2dfcPqXKVtl0TSwjQz1aUiiTS247K9oZ1rUhYeIzNqpikNhcJFkXacI/bgdBjyGqqB7cdlZ/cvsI/hMQyStkVrLJpJzuG6xKz04D7renup6+2FliYe2bmdkMfLgnHjuGnqdK6ZOJmn9+w6brrqJ2t3sa6pkYUV44fRUnEm0zWNr15yOR+Yt4CvvfAcG9paSDsOIY+XC6uq+eySC6jKP3VpyM8bV06Oz8eK+v20RCN0xuMYSg0rscubeXR92MW2exIJtne0s+w40x6FOBoJqoQQQoy4p1fv4Ku/e/Kkgqk3c1zF5r0tfOJ/H2RSRRELJpUzq6aM4tysw7ZdOmMCv/7cbdz/8gb+9Px6EsMYtYqnLbT0gZlDybTFSxv3MGtCKUvnZAqZdsTjGJqWKbSr3MMyq2XqbGn49ANJK47H1HXKsrLxmwYhj4e+ZJLWaBTLddHgkIDqzVwgYqVZXr+fNU2N/HLdGtqiseMeUwH/vWI5f3rbbfhM6RKcS8bn5vG7t77jdDcDgMkFhUwuKGRJRSX/+cqLbGxtIX6cqYfHMvA3M5y3H4Uibp34MYWQFXlCiGGznczUqN5oYrA+jxADNtW28JW7RzagGqCAVTv285cX3+Bbf3yWL//6CV7asOeIr8Pi3Cw+dvNF/M/Hb2XSuEIMfeiT8w7em6MU3ZEEv/r7a1hpm7xAgJ5kgvZ4nKRlHbUAq65pGP1fR6Jz6Idwvt/P22fM4isXXcYnz19Kts9HXypJyraIpFNDHvVKOA57erpJDTFFdV1vD9s7O4a4dyFGz/TiYu668VYurqw+qam0pqaR7fEOeXsN8BkmJaHQcbcV4mjktpQQYshsx2Xd7kbW7mqgob2X5q4wsUSKoN/DrAllXLtoGlPKi9nZlOmgTakoIic4/Hn24sz2jd8/NeIFPQ+mFCg0IvEkm+qa+WZTJ5fMqeGK86aybEYVPu+hi+QXThnPV95zJfe+uJ7lG2uxnKFPC9I1MA0Dx3Vp743yb/c+QmcwhanppF17ME2z2R84KQ4ESqam4Sp1xM7hwGPqoO+vmTSVt86YCUBNfj59VppfrV1Nbyp5SIr2kUs6feDYOzs7jlhTSIhTLej1MrWomBf378XUdOLO8EaPdGBR+XiyvF52dXVSH+4b0vvR9OIiphUVn1CbhQAJqoQYU9KWza6mDlq7o+SG/MyoKsEwdLymMZhW+XRxXJe/v76NFVv3EU+m2dHQTjieQrmZu/S7Gjt5eMVWDC2TpczQdQpzs7h8bg0Lp1dR39ZLc1cfaduhub2Ha2q83Pofd+P3+7hg5gT+7ZYL8HqHljFKjF37W7tp7Ood1WPoWubLUWArRTiR4ql1u3h16z7ysgNcPKuGyxdMZnplKX5vJvHDgskVzKwu5cX1u/nR35bTFx1a0gxXgaFrKDTShktdSw+l03IpDoWIpdN0xOPErDRG/0iZAShNw4XBNR1+08QPRK0DGQIVh46GFQaCXDVx0uD3mqZRnZvHlMIiHOWyvqWF3mQSUEPOjjaU6U86kO3zYQ9z/YkQo6k0KxuPYZC2h7+yygU64jEWjCtnelExKxvq2dzWQvoofzcaUBQI8vWLLh9M8iLEiZCgSojTKJZMk7ZsuiJxHnh5E8s312YClf43f03TyA35qSrJY9mMCZQX5WDoOrkhP9MqSwj5hz694WTtauxgxdZ9OK7L1v2tROIpNE3DNHUUkLbe/OHnEu/o5Z7n1/OnF9ajafpgx81raFxTU0NXJE66N8be1m4eWL6ReRPLaO2JEUulyQv5uXrRVN57xXmE/L5Tdp7i5NR39DKMgaATomkatuNmRoW0TODjOC6ptEVLl8Wjr23l1a17yQ0FmFlVwuLp1SyYXE520M91i2dgu4r/fegVOsPxIR3PdRWuAbZH4bUgpHkwdYNcf4Bcf4CUbZFMpwGoyS+gPZkglk7juC4Bj5ea/HwChskbrS0kHfuQkStd08jyeLiqZhLz3jRSNLmggDy/n8ZIHz7THDzXoRrKpkGPl5JAiLLs7KHvWIhRVp2bS0koi/q+3hN6fkskTEcsxrjsbC6sqiY/EKA6N483WprZ0dVB0s78HfpNk0XlFXzlwkuZWiyjVOLknLFB1fe+9z2+/OUv86lPfYo777wTgGQyyec+9zn+8pe/kEqluPbaa/nZz35GaWnp6W2sEGQ6Zg0dvdQ2d7K9vo223gjReIqO3hh1rd1HXUgfT1m0dEdYu6uRkN/L3All+HweSvKyuH7xDGZPKCOeTLOzsYPuSBzT0BlflItlOyQtm5Dfx4SyfDwH3YHrDseJJtP4PAbhWJJ1uxupa+nG0DVqxhWybHo1tnJo74niKIXXNHj8ta1s39dGTzROfKCtSuEMYd2GowB17J52ynZYvatp8PuucJzax17jd0+t4T/efxXXLppx1Ho8YuzIDvowdA1niL1/j6GjaZngwnLc4z4vkypZDSbbG/w/4PV4cJVLJJEmlrRo7OhlZ0M7T6/bxbiCHN59+XyWzZjAlQum8Phr2+kM1w+pjSnbQfNpoIFp6Lw5cbrP9JDqH4X60IKFzCgtI+XY+AyTxkiYhr4+PLrOjdNm8MTuHezo7CDlOJi6TnEwxEVVVXz4vPPJ8R1686AgEGTp+Eoe3B7Gq+v4TZOYNTL1sHTAZxiUZ2czqbCQuSVlI7JfIUbClMJCZhQV0RaLEj+B13zadWmLRRmXnY3qnzlxcfUEvnrJZQD0JhP0JZMUBIJk++SmnRgZZ2RQtWbNGn75y18yd+7cQx7/zGc+w9///nfuv/9+cnNz+cQnPsHb3vY2VqxYcZpaKkRGa3eE3z61mlc219EdSWA7zrDXnCiliCbT1Hf0ctXCaTR39fHA8o1s3tvCK5vqqG/vIZFOY7sK11F4TIOcoJ/C3CDTK0uYP6kCBWze20xPJIHlOLR2R+gOx0nbTn9tHIXasJvfPbOGoNdD0rKJxJM4rkvKdkAx5M7ySElaDl/97dNsr+/kk7dehGGcnmmQSiki8RQp2yY74MfvPSPfPkfdzOpSSvOzaO6KHHM7DVg2s5or5k/m0jkT2drQzhu7m9i+v5W9rd30xpLYRxjyMg0dx3UPrEXSMoGVrvVn70pZuK5CN8DQDdK2TTpq0x2O883fP01pQQ6XzKlhWmUxb+xuGHLdLFspdFfDEzQwvYe/BgeSURQEgoesy3jzGo3bZs5iQ1srdT3d+AyTaUVFTMovOOr03usmT8VxXe7dsolwOoXpOLgn8P5xeHt1TMOgOx5nU2sL317+ItW5OZRl5VCencOc0lKKg7JoX5weJaEsrqiZxPaODvb1j1ZpDH09oQak+9diRdNpgh6TqtzcwZ/n+QNSj0qMuDOuVxCNRnnve9/LXXfdxXe+853Bx/v6+vjNb37DvffeyxVXXAHA3XffzYwZM3jttddYunTp6WqyOIcppVi5bS8/uO8lmjrDJ1UpXtM0NE2jpSdKTzTO+KJcXtlUx0sba0mmLSzbPbSjlbJIWTbxlEVdSzfPvbEbXddwXZfsoB+fx6SjN0osaeH1GJQXZuP1mDR19NHZGwMUuq73jyA4pzyYOpgC7ntpA+MKsnn35QtO+fH3tXazavt+9jR1YjsuIb+XBZMrWDazmqyA3OU8mNc0+cerFvHD+18+5jqdz7/zYt5xyQI8ZmYE9ZK8LC6ZMxGA3miCFzbs5qUNe9i6v51EOk3aygT+hq4xsMxC48B0OF3TsGxnMDGE6yos5eC4B9YW2a6ivSfCk6t3MKW8iIDPQySRHtzX0V7hugbKAc2rY+SaKO3wIr/J/lTMUwqLjnl9dF3nvHHlnDeu/JjbDfAaBm+dMYtF5RX8ecsm1rc00xQJ0xmLkTyJdVCWcnHSaSxdJ5xOsbunG69hUJ2bR0V2Ds/vDXHLtBkslvpV4jS5Yco0uuJxfrr6NaJWeljZALO8XoIeLwnLoikSZnHFeKpz80arqUIAZ2BQ9fGPf5wbbriBq6666pCgat26dViWxVVXXTX42PTp06mqqmLVqlVHDapSqRSpVGrw+3A4DIBlWVgjNM3iZAy0YSy05Ww3ktdaKcXyzbX86bn17GhoRwGmDod3xYZOA/xeg5Tl0NjWg64U3ZEYyVSmU+gxDt+34zhEYnE0DVzHwO/1UFWSSzxl09bdBwqy/QagEYunUH4X13Hw6ApHgabczHQnxVHTQp8Ib39bvUdo81Epl0dXbObahVNGJZBRStHUGWZ/ezd90SSarjFpXAG2rXj89W2E40kKc0KE/B5iiRTPrt1OfVsXb794LoH+BBv6MFJ2nyqn4z3k1gtmEo0l+OML64inDp3Wmhf0cefHb2ZSeQkoF8s6PDAI+UxuWjKDm5bMYF9bN4+t2sYLG/bQHY4D6rDXugYEfR5StpN5TakDjxuGhsaBES6PqYNy6YlEKc/PosHpO+KI2ME8po7Xb2LnQUGBj2gyQZbXi9cwcBWEkwn0/oPmejyjcq3LgiE+s3gZvckk9X29RNNpnty1k+f31xHtX891IlR/EOrRNHAcuiIRpucVYFsWD23dTK7Hw8T8gpE7kREgn4unzum81jrwgTnzyPN6+fUba+lKxEk7DtYQbiZkezzYtk1bJMyCklJunToN+yTqXp0K8ro+dYZ7rYe6nabOoCIzf/nLX/jud7/LmjVr8Pv9XHbZZcyfP58777yTe++9l9tvv/2QAAlg8eLFXH755Xz/+98/4j6/+c1v8q1vfeuwx++9916CweConIcQQgghhBBi7IvH47znPe+hr6+PnJyco253xoxUNTQ08KlPfYpnn30Wv3/k6t58+ctf5rOf/ezg9+FwmMrKSq655ppjXrhTxbIsnn32Wa6++mo8Hkk3PZpG4lpbtsMfnlvHH55bi+2M7P0K09AxNA1HKZZMq6KlJ0xdS/ew9mHoGj6PSdpyhpRCWdfA6zGxHfe4d/OHw2tofO6KCfzohX2kh3mdSvKz+O4/Xcf0qpFJQKOU4uGVW1m1bR99sSSRWBLLcYkmUsRT6cHpZYben2tDA8PQCfk8aOgE/B7mTSpHB/a192A7LjMrS7nxgplMrTj92aTGynuIUopXt+zl769tZ29bN7quMW/iOG69cA7TK0uGtA/LcVi7q4HV2+tZt6uRznAsUyfKVei6RjJtZVKg99eHchWDo1QKheMqQj4vpqmjaTrji3JYOLmC4vxs/vjcOtp6o+ga+EyDrKCf8UV5TKsqwWcaNHeFycnyUz2tkI1tLbTGoqQdh1yfj4uqJnDNhBpefuHFU3adt7S18dsN62iPRtnU0Tai+/boOjdMmYap6xi6zhcvuPiQRDen21h5TZ8Lxtq1Tts2e7q7+M4rL7G9o52D0yQZwIJxFXz4vIUsrqjEPM1lSIZrrF3rs9lwr/XALLbjOWOCqnXr1tHe3s555503+JjjOCxfvpz/+7//4+mnnyadTtPb20teXt7gNm1tbZSVHT2rkc/nw3eEzC8ej2dMvajHWnvOZidzrVdtr+cvL20knh75nNIKRUq5ZAd8VJTks7O5c9gBCY7CctKANqQF+hqg6ZnOqeWok1ocbxraYYFm2lHDPoemzgj//tun+LdbLuK6xdNPokUD++tjy742XDR6YikMXaenP3mHq7QDhWIP/vS2HWKp/gfC0BmO4TiZ35ECdjd18crWfSyaVsln3nYpuVmnvwDy6XwPUUrxw/tf5uEVm0la9mDGvn1tvTy/oY7P33YZNy6Zedz9eDweLpk7hUvmTiGZtli1bR9PrN7Btv1txJJpdMPEsjIFeQdea5qm4aBwXRdN09ANg5Tt4vNAynIJhYK8/ZL53LB0Fj+47wX2tvZQVpBDXpafnKAfTdOIpyxiKZurF03gotk1XDVlCs2RCBpQkZNDjs8/OD3kVF1n3TRwNA0MndQITzhJOQ5bujqYXVyGAgzTxGOOve6CfC6eOmPlWns8HuZVjOf3b7uNl+v3sbqpgXAyxaSCApaNr2JWSekZX2tqrFzrc8FQr/VQfx9j713yKK688ko2b958yGO3334706dP50tf+hKVlZV4PB6ef/553v72twOwc+dO6uvrWbZs2elosjjHpC2bv768kUgidfyNh0Ejk+HMdl28psHU8cWDnfgT3eNQu2AD2w2sR3lzUKQDSjuQ1vpIAl6TrICPtGWTtGxc1+Vk7h8qMtkUv3Pvs9S2dPHxWy48ib1lklDEkin6okk8hk4knhocxdN17dBg6iiiyQNz9T2GjtfM1FFauW0/aesFvnP7dehn2F3TkfTE69t5YPnGAwFqP1dBOJ7ie39+gQUTy6kozhvyPv1eD5fPn8Ll86fQF0uwo6GD7fVtPLt2J/XtvbiujSJTiFo5Ck3TCPm9qP6RLI9p4PWYzOwf8fR7PfzTtYu576WNtHaHSaVtet0k0USKtG0zf1I5i6ZWAmMjc1hFTi65fj8tkfCQivwO197uHnK8Pi6vmXTGd1LF2Sfo9XL95KlcP3nq6W6KEIPOmKAqOzub2bNnH/JYKBSisLBw8PEPfehDfPazn6WgoICcnBz+7d/+jWXLlknmP3FKdPbF2N3UcSDH8zDpmtafFEKBpmHqoOsGhp7pABbmhCgryKIoN4uC7CAeXefx17cPqzM10Pkaaia/TFpaB8PV0Mi0yXEPjFi5ZDqofp9JdXEePq/J7uYudE2jLD+b6xdP46als0laFo2dffhNk4njCkml07z68gt8+d1X8PjqHexs6CCaHPpiewXEUzZ3P72ajt4o//H+q084aLFdt38kLhM9pWy7P0W3dkI9VctxsRzwel1ygz421TWzdncji6dVnVD7zgb3PL9uMKA6UgAQT1n87NGVfPdDbzmh/eeGAiyZXsWS6VW87cI5PP7aNu5fvpHGzj60zJ8TAZ+ZGbVyHUzTRNc05k8qZ0bVgamHVSX5fOCaRazb1cCmuhYsx6WiKIeFU8Yzf3IFPs/Y+cgsCgY5b1w5m1pbMPUDaeZHKriKOza7Ozv5zLILpT6cEEIMwdj5hBgBd9xxB7qu8/a3v/2Q4r9CnArtA+nJDYOkO/QsQ6YOi6dXc/GciWga+D0e5k8up7I4j95YgraeKCG/l4rCHFwFtuPi8xg8s3YnT63ZgTWMAMk0M5n8jlXlxtQ1XMVg+nflKlw9E/CFfB5yQn4unlNDfVsftc2daLpGaX42AZ+HgNfk8vlTeOtFcwj5vYfst7zwQI0QnycTAL1lyQwunT+F17bt555n11Lb3Dnk84HMSMfjr28nkkjxg3++8YRqWBXmhDANHV3XsZ3MFC6lFJqmg3biXdSeSIKeSAKAH93/Er/81DsI+L2kbYeA19NfRPbcsL+1Z/DfR7uir+8YWiHe48kJ+XnPledx49KZ/PXljTy9dicdvVFsN7Mu0GMaZAe8XDJnIu+54jyCb3qdDhTVvmrh1MzfmmkeltXRdV02tbXy8M7ttEWjZPt83DhxymFtiaXT9CQTGJpOaVZWJlAfQW+ZPJV93d3s7+sDMvdjHOWOWGDVmUryo5Ur+OlbbqJAEjcJIcQxndFB1UsvvXTI936/n5/+9Kf89Kc/PT0NEue03KAfQ9fRNYVuH6ifcyQamWlxkyuKmFBWyJfedTkB3+FzdvOzguRnHejM6EBbT4S9rd0kkmkMQ8dyjz8/zecxMA0dt79RSqlM4KDr/QFEpkNm6jo+b+aOvs80SFo2fo9JUW4Ij2mQFfCxdHoVb79kHn6vSUdflO317XSH4/g8mfOpKSsYVsCQlxXgusXTuWbRNNbsbOAnj7zKjvq2Y16/gWs4ML3rlc17+e1Tq/nnG4Y/Kj2loojxRXl0heMopTB1PVMIGXVCI45Hsrupi+u/chfzJlUQCnjJ9vtYMrOaS+dMPKxTfzayhzBXNTrC02ZzQn4+/JYl3Lh0But2NbK9vp2UZVNelMuS6ZVMryw9Zgp8j2EcMTmD7bp848XneKp2N5FkcnB06NndO/lmxQSiqRQepXhp317WNDfSFY/Tk0jQl8psm+v1MrmwiCtrJjIpv5Bcv58sr/eERoNCXi+fXnYhDZEwy/fvAzKjcihFynUz6wJRJzU9cE1zI//y+MP89pa3ke07/WsDhRBirDqjgyohxpKKklzKCrKob+8j6PMedTpb0OehMDtIwO+hvDCHm5fOOGJA9WY769u586FX2La/lbSVWS+StoeWEGN6ZQlXLpjCo6u2EY4nSKVtEmk7s1bL6c+e1r/ORNPA7zWZXT2OznCUcYW55IX8FOWGmD+pnNkTyvD2T4Mqzs2ieE7WkK/Rsei6xpIZVcyb+A5++/QaHl6xha5I/KhxzcEP267L3c+spignxK0XzR5WB9XnMblp2UzC8SQ9kXhmeqPKZIrLpPsbGSnbZfXOBgC8ps4rW/by5OodfObtF1NTVjhixxmLTF0nfZzskaNV26OsIIcbls7khqXHT4QxFD9ZvYqHd2wj5TiHTLdL9geOH37sIa6aMpWNra34DIOGvj4awn0kbQtN0wiYJts6O3hoxzZ8hkFBIMjsklLeOn0mF1ZVD3s0y2MY/OflV/GDlct5vbGRlG2jaRq5uka2x8fkggLaYlHWt7RguS6qP8ga6ivbBTa0tfLVF57j+1ddS0AW0AshxBFJUCXECPGaJjcsmclvn1qN6yo8hoHtHDrRztAg6DPpjSVIWQ6bEi3sae5iQlkBV583lSsXTD5sbZBSilc21/H13z1JJDH8ooBZfg//cuMyFk4Zjws8smIz8aSFUgprICjTMkGNIjPtrSQvhO06zJtUzoeuW0x28NTdofb7vHzs5gu5euE0vvzrv1PXOrS08cm0ww8feImGjl4+cetFxFNpdjZ00B2JYZoG08YXM64g54gB18RxhfzzW5ayYksdT6/bSV1LN7FEGlczMDU1ounkIRMMW9EEa3c18KP7X+br77ua0vzsET3GWFKcn0VT57FT0pqGRl80QW7W6U0AcSRKKRo6etnV3MkDqzaRVA7qKJ+e2zo76EmmuGbyFDa1t9IWiwKKPH+AlOMQS6cH1z/ZrouuJ1nVWM+WjjZun38e75o1d9iBVa7fz9cuvpwNrS0sr99HXyJJeU4OyyormV1cilKK/1uzij9v3kQkncYe5gisoxR/372TSDLFz264iYD37B9dFUKI4ZKgSogRdNul89nb2sXKrfuxHQfroFlPpq7hNU16o0kcVxFPpvF6PSRSFj3RJNv2t7GjoY2P33zhYGC1blcDv3riddbubBj2nXxdA5/X5NJ5k1g4dTwew+A9ly9gRmUJT7y+nfW1TXSH41j9U4R0Tcc0dAqyghRkh5hUXsTbLpp9SgOqg02pKOJbH7iGz/3ycdp7o8CRkxwM0LXMerOHVmzB69HZ2djFrsZ2wvEUSilyQ34unDWBz7z9EgK+wzuFZQXZvP2Sedx60Rzae6JsrW9lzY5GWrr62NHYTmdffETPTwHJtM263Y08tXYHH7j6/BHd/1iyeHolD7269ZjbBHxeWnuiYy6oisSTPLpqG9vr26jv6aOnLw45gEWmMM4RZrrui/Sxp7uLzngcR7l4DANd07Acm7TrYOo6pqaj97+gx2Vn05mIc9+WzcwvHceM4qHV7TpYwONhWWUVyyqPnBDlc8suZkZRCf/z2kr29fVmRmOHsX8FvNywj+v/dA9Pv+8D+GTESgghDiFBlRAjoC+a5JUttXSFE0weV4yGxtPrdh6yje0qnLQ1GBTomo7ruMRdl+xAprDvM2t3MaW8mJyQj589upKdjR1DztR3MNPQyAsFqSrJ48YlMwfXhpiGzvnTKjl/WiUpy6YvlqSho5fW7gjRRBJd18kLBSgvzGFKRdHgNL/TZdaEcXz1PVfyld88QSxlHTOw1DWNoN9DMm3xpxfWo9xM3SiPaeC60B2J89hr22jvjfLjf735qNkCDV1nXGEO4wpzuGrBgXS9Kzbv5Rv3PE13NDGi55iyHH7/9FounTOJCWUFI7rvsWL+xPE8+foOktbh3XgNyAp4yQn68fvG1kfSQJC+sbYZ3afT4UZJBzNlBAYpMifxJmtamsj2ejPr9AwDRynS/VMEDU1H71+3Z7uZQtx5vgDdiQSv7N93QkHV8Wiaxg1Tp5Pj8/MfLz5HTyJByrFJDaEI+MHqI33c9sBf+Nu73nvGFVcVQojRNLY+wYQ4DeKpNPtau+mNZEYiusJxQkE/Hb1RNC2TSnx7fRuv79hPZ1+M3JCfGVWlLJo6nrTt8OKGWl7dupfeSIK0bZOyHNJ2pvNk6tohKcjfvA7Ioxso16U3msCbb5BKO/z26dW4SrGvtfu4yRrezNA1DF0j4PUws7qEq86bysL+2jpv5vOYlORlUZI3MmuiRsvFcyZy58du5VM/e5h46sjTH3UNPKaBqRu4TpqY5eD3mOgaxJLpwQQdupbJMvf02p1cv3jGsNpx4ZwaHvnPD/I/D73Cyq376ArHSB0hSDgRvbEkv/r7Kr78nqvIDhxejPxMd/608VQU59HZG8N2HVKWgwZ4TYPskB/XdZlQVkDZGJsCWdfSxfb9bXgCJrt6O1GadmBk6jjxRCSdxnZdfIYBClzl4rjqSPEXGtpgLajdPUOb7nqiphUVsai8gqRtE02n6YhFqe3pITWEhDcDNne085PXV/HJJcswJLASQghAgipxDtvf1sMTq7fxyMqt9MWSeHT43OXVfOD79+L1+fCaBt3hOAnLAqXwe00CXi+uq1ixdR/3PLsWv9dDZzjWn00vs/bi4AKn9jGiokyiCSezlkkpOnqjBHxeWrrC/dnzNPpz0A2JBhTlhkinMxnO3n/1IhZMqjhmhrMzxcKp47njX2/mq3c/QWf40JGigYAq4PPguC5O/3oRy7Z5U61iHAWO5fCbJ1cPO6gCCPm9fOZtl3DZvEms3lFPXyxBY0cvlu3S3hulMxw/4fVXa3bWs7G2mYtm15zQ88eysoIcrlwwhcdf24ZG5vel6xrKzfy9+P0+3rJ4+piqAwWwt6WLlO3QkY7jKkVJMIt90T7SB6faP8pIFUDCtvuTwOj9WSUZrIHmqkxyGK9h4jONwRHpgDm616A4GGJKYREbWluYW1qGpmlcZFn8bftWupJDH4X99fq1JOw0n1pyASHv2XcjQAghhmtsfYIJcYpsrGvmm79/mvr23gOjSEamZ9QXT5GOJIEDfSUFWHaaVNrG7/WQTNuk0jZ9sUQm/bZS2I46aufqWAZGUSxH4SZThPxe4ikLw9Cw7aEPVRm6RkluFt3RONMrS5hbM+6sCKgGnD+9ij/8+3v42P8+yN7WnkzdLUPH6zHxe000wO4PboHDAqqD1bV2s6uhnamVJ7B2xefhgpkTWDajGst2MI1MgNDeE+GOB1/h2Td2Df5Oh6MnmmTVtv1cOGvCWVls9b1XnkcybbNmZz2RRArNBV3XKcnP4soFU7h07qTT3cTDpB2XhG0RsVJk+Xzomka5L4t9dmTIf+sp10Gz0vj7Cw67SuH215IydJ1cvx9d0+mzEngMgwuPsiZqpGiaxuUTJrK3t4e63m4qsnPxezzcOHU6j+/eQVdiaIFVwrb59fo3eHj7dn5369uZWVI6qu0WY4erFPt6e9jb24PrKkpCIaYXFeMb5RsCQox18hcgzjnhWJL//ONz7G/vPe62mY6Phts/hS9lu1h2CsPUcdxM2m1DZ7DW0wn0pQ/huBDy+4inbHRNG7yzPTQa7X1RDF3n/OmVeMzDa+yc6Urzc/j+h2/kE//3ED2ROH6fB4+h4zgumqYR9JlEhphP4tt/fJZ7vvQPR11bdTyaph2y5qwkP5v//KfruGrBJH7w15fp6IsNa3+ugi37WrBs57SvZRsN2QEf/3rjMi6bN5ENtc30RhOUFeQwb+I4plQUj8liyIU5QWzHxXYdzP5At8STRYsVI4U75MAq7Tjomoap69iuS9pxCJgeioIhcrw+epMJoukU55WVs6h8/CieUcaUwkLeP3c+j+/aSWO4D9vN/P3cOHU6r+7fR21vz/F30q8zmeDGv/yR71x2Fe+ZO28UWz1ykrZFWzSGpkFpKEuCgWEIp1Lcv3UzrzU10BaNYjkuPtNgelExH1qwkCmFRae7iUKcNvJOIs45yzfXUd829HULb04U4QI+XcdWDs4Rfn6yDF3DY+ikbQfT0Idci0opl65wnMXTKrl4zsQRbdNYMrmiiC+96zLueHA5XX0JlFJ4TRNdz4z6FeYE6QwfP7La3dTB6p0NLJ1RPWJtMw2dK8+bxvnTqvndM2v484vrh7Xuqr49M5XQe5YmVvN7TeZPqmD+pIrT3ZQhmVFVSlFuiIamMCmfjc/04MOg0PHRqhK4JkMKrFygOiePmSXFdMTj7O3tIWk7xKw0sXSagOlh0bgKPr30AgqDwePubyTMLC5hckEhtT3dRFIp/KbJlIJCPjh/Idf96XckbHtY+/v6S88xp6SUOWVlo9Tik5d2HJ7ds5sHtm+lKRJGAeNzcrht5hyumjjpiMWexQGO6/LnzRt5ZOd2epIJYpaF25/oZH9vL3U93dxx7VuoyMk9zS0V4vSQoEqcc17eVHvMtU5D4TguI1y6CMgUhbVsl6LcEM1d4eEMU6HpGj6PycLJFQTO1l55v8vnT6GiKJdHVm7ljd1NWLZDXlaAC2ZV4zNNfvS35cfdh+Uolm+uHdGgakBOyM8n33oxk8YV8usnV7O/fWh3/mOJFK/t2M+VC6aMeJvE8OVnBXjnhXOpe6ybjq4YhdnBzPS9iKJI9xHOt0gOsYzuju5O8gJ+fn3z20jaFi/u20t9by9e02DBuArOKxt3ykdMvIbBjKLiQx6rzM3l/119DZ9+6slh1bNSwDdefp4H3/XeEW7lyLBdl5+8vpJ7t2wiadmDwXBTuI9Nra1s7Wjjs8suGnaNsHNJbU83z9btoTHcR9p2UFom0Mr8BdisbWnmw48+zF033cL43LzT21ghTgMJqsQ5p3OY07KOxBqFiMprGuRl+XFcl/HFBSTTNt1DmMumAV6PQWFOENDoGOr8tzPc1PElfOG2EtKWTSJt4fd68HlMtuxtPmY9q4Ot29k4qm28YelMFk2r5I/PruNPL64/7va2q7jn2bVcPm/SCU9LFCPrvCnj+dhbLuC3r6yhrTOCVzcwgjr+HA94DZKJof29KWBVUyOffvrv/OKGW3jbjFmj2/CT8JYpM8j1BfnsM0/QGY8POVnOto52HNcdkxkBVzc18uctm0lYNjk+32A6eMd16UunuHfzJpaOr+KiqpG/yXK22NbRTl1PDwnbxkDDOkI6/p3dndxy7x/56U23sHT8kTPPCnG2GnvvfEKMMNd16YnEeWVzHXc++AoNHb0nvU8FJ5SU4mj8HgPT0KksyacwJ4TtKKZXllBZnIfXPPzP1DR0fKZBlt9LXlaAoM9LXsiPUuqcm8Li9ZjkhgL4PCaRRArLUeQPsYDs/vbewekro6U0P5vP3XYZH7x20ZC237qvlVe37BvVNonhuXT6RP7ztmu57Zr5TJlbSm51ECeoqMkvwDPMkY1n62r5zFN/J2kduTzAWHFhVTXP/+OHuG3WLLxDDJIcpUg5I1NmYKT9ZcsmYlaaXL8fQ9exXIe046CAPJ+fuG3xly2bTnczx7SmcJhoOo2mFGl19PfNHivFp556nGgqdQpbJ8TpJyNV4qy0v7WHx17fysqt+2jriZK2HPxeg6yAb8Q60cOYGXNMugaGYRDweijKCTG+KJebl82ivTdKImXRE03wxu5GSvOyWLltP+F4Eq/HwGMYGLo2mMI7bbvous78SeUj07AzSG80wfJNdby2PXN9PEcIRI8kbTvc8beX+dw7Lx/lFsK/3nQhD6/cSnfk2NnVXAW/fep1Lp5Tc1ZmATxTVeXm8cGFi+hOxNnY2sqDO7Zi6jrZXT66U8lh7evx3TuJWml+dsMtg/WpxqIsr5f/vOxqLNvlwZ3bj7t9wDQzdbnGoF1dnWhkRqaittW/FjaTD99j6GhKsaOz4zS3cmxLOc5g5srj6YjHuW/rZj503tBuJglxNpCgSpxVOvqiPLZqG39+YT090fgh2fhiKeiKJEZygAkAQwPTNLBs54jZ/46VwU8jkxXNNAwqi3NxHJcLZk5gweQDC/mjiRTtPRFiqTTlRTmkWvo7BGZmD5bjEvJ56Y0lmVlVwsIpo589bCzpiyX5+WMrWbOznkTKxnZdnGHcLb/3hQ0smlY16im9TUNndvU4lm+pO+629e297G/vYUJpwai2SQxfQSDIZRNq8JoGf9+1kzy/f9hBlQss37+Pzzz1d3587VvGXPa5cCrFprZWNrS0YCmHZeOreGFvLb3p9DGfd1l1zZic+geZ91pXKWJWGqUG3pczE4VTtoOjFOkxOso2VswtKUXXtCGvtXthb50EVeKcMrbeyYU4CU2dfdz7whs8umorseTRp9aMxACTflD6dL/XQ1bQh6sUfbEkrqvwe0xiyfRgXVCPqRPye0mkbWzHRQNygj40XUMDCrNDTCov5IJZNYcVf80K+Lh47kQeW7WN3KCfkrxs2nqjxJMWTn8qZNOwqSkr4N9uvZickH8EzvDM8eTq7SzfVEc8bYGrGLiPOlAT6HgU8N0/PceyGdWjnsp8dk0pr2ypO+5rMG3b7G+VoGqs0jSNCyurmVZYzOuNDXz9hWcyRcKHwVGK5+r28NlnnuATi5cxvbBoTIxM1vV085PVr7GlvY2kZeGSKV48saCQTa0tHC0nYL7Xx39cMvojvidqSkERu3u6wXEzCRacAyMuA/8PmmZ/eYzT/3sYi86vqMCr69hDDD7Dw7zZIMSZToIqcVZwXJfHX9/Oqm37jhlQHezNyQw8w6iT4yoI+TzEUxbJtE1WIFMY1O8xCfo8RJNp/F6T8sJcPB4dr2kQ8vnwmgamqVOan01u0I+ma5TmZTGhLJ+J44oI+b1HPN7S6dUYus4rm+syQZmu0RdNYBg64wtzuXB2DTcsmUHeENcSnS2SaZun1+wkEk+hUJnMbP3TO3VNDbluWHckzsMrtnDbZfNHr7HAZfMn85unVh83zbrrZhKXiLGtKBjkhqnTKM/K5pNPPjrs5ysFr9bvpy+Z4ropU3jPrLmnNUFJOJXkztdWsr61Ga+Wed9KWDYp22Z3dxcV2Tk4yqUpGh1879SBKQWF/PKGmynKyjptbT+ei6urebp2F5ZyjzpzoDeVpDUaYVx2zqlt3Bki1x8g5PURH2JylrLs7FFukRBjiwRV4qywv62H/W3dmTTkQzQwimToGmgH1iYd7yblwCiVqxRej4HjuPTFkoDCYxpYjktu0M9VC6dy+zWLSFoOe5o7SaZtcoI+po0vJjs4vNEkXddYMr2KeRPL2d/WTdp2CHhNinOzCAa851xyigEtXX00dfdhuQ6qvxjziYxEKmD1zvpRD6omlxcxcVwB2+uPvXZD1yAYOHKALcaeBeXl3H3z29i6chU+3SDlHLvG00DYpFAkbZs93V3ctbaXfb09fHjBIsqyTk9ndG1zE5vbW/FoBnHHJpmycF2FrVxcpWiKRlhcPp773vFuntlbi+u6XFpVw8TCwtPS3uGYWFBAns9PR/LIaxo9mkY4leK5vbW8f+6CU9y6M8dwpqq+d/b80WuIEGOQBFXirNAdidPeGx1yodwBikzBWBeFbmSiKV3T0DhW51zrD6wyW2QH/RTlBElaDjlBH1PHF3PlgiksnVGFruvkACV5I3MH1+81mVZZMiL7Ohu4SpFM2VjD/L2/maHrRBMpXFeh66M79eeCmTXsaezEOsIwmkbm9ZcV8GEOY+RUnH7VeflsBe57x7v5+ssvsLa1+ajbDvzmDV1HB7K9XsKpFE/t3kVjX5hPLVnGjOJT/3e+qqGBpGWjaRoJ28J2MmuNBhrsKsXq5iYe2bWTf1l4/hk1Ta4nnqDrKAEVgK0UynV5rbFRgqpjGOq70oTcXC6ZMGE0myLEmCNBlTgrmIZOJH5i6VsHuuMHdw90XUP1B00Dfd+B6YKalllTkeX34iq4celM3nfleRSPUOAkhq4o9/BrPtQaVQfzmQYVRXnHHaUcCbMmlFKYGyJt2YT7AzlNywRTup7JAlkzruCcHX08000sKOBPb7+Nh7Zv5T+Xv0jMPjBqpfV/uYAx8L2m0ZmIk7JtXKV4ed9eNra1cMPkqbxv3gIm5OWfsrYn7UyiFxeF7WQS7xiahq3cTHAFOMrl12+spTgY5G0zZp0xgdX3Vyw/ZplmRSaw2tLaQsKyCHjO7gLqJyo4xMLyd1x7gxRSFuccuRUqzgrVpQXknWSChsE1ApqGz3N4h3bg5xqAUtiOy4SyAj5w9SIJqE6T3JD/sHVoww2oPIZOfnaApTOqT0kHcemMaiaVF+LxmJTl51CUGyIn5Cfk91GQE2RyeQETSgsYX5Q76m0Ro8NjGNw2ey7Pvv+DTMkvwNQ0DO3ASLgOGLoxONptOy6W4+AqhaNc2mMxfr9xPe998K/8efPGISVcGQnVeXnYSmE5mel+mgaWmwmoBm5WGEDCtvjDpg282rD/lLTrZD2zeze1vT1D2rYjkWBlY/0ot+jMleX1ETjODZ8l5RXMKxt3ilokxNghI1XirJCfFeDmZTNZt7txyMkJ3mzgDoNp6KQcF13TDulMDHDczFqqaZXFfPYdl1GQEzzJ1ouTUV2ST1tv9Jjb6Fpm9NF2DvwmNQ28hkFRbpBlM2uYP/nU1Pfyez38wxXncfdTa4gmUwRdD5qmkRPykRMMoJTL+dOqCB4laYk4c5RlZ3PPW9/JV55/hg1tLcQsCx0N23XQAV3XMXV9sAitqw5MO3aAlmiU/3jpeZ6preWfFpxHezRCOJUinEzSGovSEYsRS6dwyaR6P7+8nKsnTR0ccbUdl5iVZmVDPaubGmmK9JG2HbymSXEwxLLKKm6YMo3qvDwArpk0hd9vfIP2WCyTPdNV/dP/FC6Z90HVv9+WSITHdu5gQVk5Wd6x/Vr90+YNQ9426di81tDAxVUTxnQNsdOlMjeXLe1tmHBYJkgvGkGvl1umzzwdTRPitJOgSpw1rlk0nbufWUddS9ewn5spwJsJq3weA6/XSySexLGcg0awIODzUlmUy3uuWMA150/DO8bqy5yLzp9exfraJizn0Mk9malVmelVfq/JjKpSQj4Pta1dpFI2uq6TFfRRU1bAFQsmUZQTOmVtXjq9mnjSYvnmWnoiCQxdQ9d1Al6TxdOruHhuzfF3Is4IpVlZ/OQtN/HMnt3ctX4NzeEIpq6R4/MRS1ukBqfcccQaeo5SvFy/l5WN+8n2eAmnU0etE/Ts3lp+sPJV8gMBsj1e0q5LRzw2GLQdrL6vlx1dHby0r47PLruIpeMrqcrN5a3TZ/KrdWsGaza9+XkOmSmAHYk4D27fyua2Fj534SVcOWHimJ0KuKene1jbb25rpS+ZpDh06t4TzgRt0SjtsTiOUihNwwsoTYP+ul+6rjMhP5/rJk053U0V4rSQHqE4aziuYsGkcmLJFG09xx65eDOlDnRoLEcxe2IJ7T0REmkLv9fDhNIC5kwo44JZE6gZN/YzXZ1L3nbRbB5YvpH23ughSSa0/qrLmq5TmpdNTtDPtYumoWnw6MottPZEcV1FU0cv9zy7jrrmbt560Rz83tF/W9R1jSsXTGb2hDJ2NrQTSaQI+r1MrSiioih3zHZOxYkJejzcOmMmF1ZVcdcba3mmdg+xdBrLdbHV4fWSjsRy3SEVGbaVoiMeJ2KkSDvOUdcRpRwHn+NQH+7jl2tXU5WbS3l2Dp9cvIxNba2srK/HPs5kWhfY2d3Nx//+KIvKyvnU0gtYVDF+zK2lidvDqyG2p6frlKyvPNM8v3cP+3q6yfJ6CSeTWIBSCp3M2mO/pnPLtBnkBc6t0h5CDJCgSpw1HDezDuDSuZN4eeMe2npjQ36ugsGoqqokj5uXzcJjGkwsK5BO7hiXnx3kA9cs4n8eegXLcTH6CyprmoZSGiG/l1kTSokm03T0RdlQ20xLdxRHZbqbibRNpKOXv7y0gWTa4vbrFp+SdmuaRllBNmUFUsvlXFEcyuLzF1xMVW4ef9myiaZIGBcDNZBlbwQlj1KgdeCdTJFJTBHweNjf18va5iZunpaDaRh876pree+Df2V/b+8xkzsMsFyXVc2NbHjkQWaXlPKZZRewdHzVSJ3KcaVsm319vSQtixy/n+rcvMHALmlb2O7wsoMm0hbhVIqioIxUHWz5/v30ppLY/UXn9f5poQB+wyDL46EjPvTPXSHONhJUibNGwOuhODeL+vYeKoryhhVUAYMFId+yZAZXLpDpC2eSd1++gNqWLp5dtwvLdgYzNxqmDihe2liL6yp21rcRT9mE/F6K8kIY/YVWXdelsy/OE6t3cMmciUyqKDqNZyPOZl7D4L1z5jGjqJgfrnqVre1tpE9RIgo4UJ8PGExKYeouW9rbuHnaDADKsrK5euJk7tuymXA6NeTkLwnHZk1LE//40AMsqRjPD6++ntJRLACrlGJNcyPP19XRFOnDdlwUiiyvjwXjxjGzqISklSZhDW+kylYujeEwE/MLRqnlZx7HddnW0U7StjE1Hb9pMpBr1emvZRZJp+iMD60wsBBnIwmqxFlD1zUWTh1PXUsX+dkBvKZB2j7y3dojGRiMunbh1FFqoRhNH7puCQrYUtdMQ0cfybSNshziHOhQxVKZf0cSKRIpi5L8bAI+E03TyA36aOmJ8PyGPWM+qLIch1Taxuc1JfX6GUjTNBaWV/BfV17D91csZ/n+fSTtYxcMHtHjc/hUQ107NBlwYTDE9OIitra3E7OsYWXVtJViRWMDF9z9K5aOH89XL76cmaNQd+uN1hb+un0rSsG4UDb7+nrZ19dDOJXitcYGSrOy6EsmhzTadjAX6EkcvabVuSht20TSKZTKFLk/QMPQNZSrSDsO1jBHBYU4m0hQJc4q8yeX09Dew4pt+8gN+enoG9polaFp3LxsFhAl4BvbmazEkeWF/LT3RNjVdPxEJY6r6I4m6Isl8Pk8g1m+EimLp9bsYHJ5IRfOrsHnGVtvkb3RBOt2NbJq+37aeyLousbiqZVcv2Qm+dmyjuFMU5OXz7cvu5L/t+IV/rZj2yk77sHlIZRSeA2D88YdmgJ7WmERrzXWU56VTWMkTPwEgj4FrGps5Ja//JElFeP58TVvoSRr5MpPvLivDsikgt/W0c7enm58ponfMOhJJkn22URSJ1a/sDclQdXBOuJxUJmSALbrYuo6CpXJWKkUjptJteKVouXiHDa2egxCnCSPYXDTBbOoGVfIs+t28sL6PXT0xY55lzU/y89/f+gtLJhUzhNPPHHK2ipGjuM4fPwnD7K+tnl4z1MQT1qHjGa1dIf52WMr2d3UyQevW/ymu7KnT1c4xu+fXcuqrfvoiiRIpS0c1+W1bfu55/l1fOQtS7n5gtmY0qk5o5SEsvjvq64l4PHy580bGPrY+rEdqwj2wOOmrqPpOlMKCjlvXMUh28wtLaUmL5/OeJwsrxfLdU94FMJRipWNDVzzp9/xtYsv5R0z55zQft6sNRKhIi+faDpFcySM32PSm0wSS1t4dAMdDa+mYw1zrEr1BwriAEVmir3lZqZYphx7MKAaSLWvaxqJtI3juoNTq4U4l8irXpx1PIbBgskVfOG2y7n7i+/mYzddQEVBDj6Pga71p9kGgj4PNy6ZwR+//F4WT68+3c0WJ+FXf39t2AHV0aQsh7qWbn771Gp+eP+L2EdZ8H+qPbVmJ8s31dHWGyWZtnD67w6nHZf23hj//ZcX+NRPH2L1jnrcEy3WJk4LU9f5/AUX8s5Zc/GOUGc0YGRGbI5GB3ymyeySEj619AKKgofW28vzB3jPnHksKBtHjt+P+f/ZO+84Oa4qbT+3QsfpyVGjUc7ZsixLtmw5m2CDjYkGE5awsCwLa2CB/fhY+FjSLktYMDY5GAwOgHOSo2xLsoKVcx5Nzp274v3+qJ5RGkkz0ow0suvxb37y9FS4VV1dfd8657xnCMx6EobBd15azsM7t5/xtsDr6xVQVbqyWQzHwXElGcsirGnoqhdJGexDEQXv+2F7R/uQjPH1Qk1BAWMKiwhoKqpQ+hpSK0KgCM8cCCl5+dBBvrX8BeyzmM7q4zNS8CNVPq9bhBDUlBby0bdczC2Xz2HrgRb2NXdhWBZ1FcUsnjGWwqifMnW+051M8/tl64Z8u5bjcv/yzXQmMnzvYzf09TE7F3TE07y8ZT9diQyGbeM6XqqNRKAqeE1aXcmaXQ0caO3moql1fODq+UwcNbJrw3wOUxgM8a+LLqErm2bZvr2DqmHqReAJtIimURD0hJDpOMQNAzMfWdAUhcJgkNlV1bx50hSunTCRolD/98EJJaV84ZLLWNfUyIsH9vPsgb00JhKDrlE6kpRl8tv1r3HNhIlE9DNLtVaFIGUaWI5nThPP5XBdiat4DxwURaBrGgwwBVATXjNmBUl3NkfaNImO8MbGZ4uApnH9pCnUr1tDxrXQFQWB8K4rDjeG7spl+d2m9dy7dRPXT5rCvy9ZSrnf78vnDYIvqnzeEBQXhLl01nguneU3VX298eO/vzIoQ5LB8tyGvbznP+/m/334TcwYWzVs+zkZWw+2sL2+haxhHZFuIxF4T4p7c71sx6W1K8lTa3eyYU8jV8+fwq1XzjsnY/YZPBXRKF9ZcgVb2troymYw+mnaeywKUBGJMLu6moWjRjO2uITScBhXSoKqhq4oVEaj9BgGKlAdK8w7tw2MgkCApePGs3TceL7GVezr6uLOta/yYv0BOjOZQYs/ATSnk7xSX8+1EyedcvmubIbdXZ3s7exiTVMj2zvaSOWyfLFiFK82NuAIQUjzolW91um9jYtLIxHvWNMDq621pYvtuARUFcdxyNo2uqqSs21CmtZXe/lG5X0zZ7O5pYWn9u3uq63qFVTHknUcHty5necP7OPD8+bzkXnzKQyGzvaQfXzOKr6o8vHxOa959rVdw76PfS1dfPR/7uX9V83nQ9dfRCwcHPZ99hJP53hu/W5My0Eij5vA2Eek+glAVRV0VSGVM1m2bidCutT5id7nDWOLi7lx6jQe2LqFgOKQtMwTCpeorjO1tJzqWIyFtaP54NwLTrjdsiHquTShtJT/vu7NGLbNXWtX88vX1gzKxEIVitfCIHty623Dtnly725e2L+PLW2tNCQTGHmxFMynIsaNHDkp0YRA4qUDKoBUvIcNhm2j4AnPwUTXTMfhlYZ67tu6mfZMmpxlEQkEuKimlkV1dRSfILJ3vmPYNqbjENZ1tH7SUEO6zicvWkhDMk5rKk1bOnlKUR03DO7euIG2dIovXXq5L6x8Xtf4osrHx+e8pSuZ7rNJHwxeytyJC/n7w7Acfr9sLXub2vnomxcza3z1oPd7Omw50MzB1m4Aji2VOnb8Ih+1EkIQDgYQAjbsa6Ju0utzEvh65XMXX4LjuDx3YB9uWh5laa4rCqWhMNFggLCmM6OikrZMmqrombvqSSkH3Og8qGl8dtElLB07jk8/8QjNqdQp1xF4fbpUISjQ9RPuT0rJw7t2sGzvHlpSSbpyWSzH9Zp6H7GcKgRCShwpCWuaV1clJQGhENE1srZFysh5EV3yZgqAguBUJvGm63LnmlW8Zco0wppG0jB4cOd2tnW08aG58yk7pgbtfEJKyaF4nFWNh9jS1sqe7k56sjkM2/bqjQMBLh41mk8sWEjxMemP1QUxppZXENZ0MraJmc2e8j5qODavNjSw/OABbpgybdiOy8fnXOOLKh8fn/OWdbsaBr2OqioEVAXbcbGcwVWHOK5kxfZ69rV0844ls3nvlRcMu+36S1v20xZPE4uEME7hZOlKiSY9UaWpgoCmkUhlAV9UDTduPvXsoR3b0XWNhbV11Jxm49ugpvGVy5byzpmzWH7wAK8cOsiWtjYCqkJE11GEVxc1pbQc03UoDoWYXXV6qalSSrZ3tLOuuZF93d2kzByqUIkFAkQCAWoKYowuLMJybDa1tnIo3oMjJUFNxXJcGpMJagpi5CybbiN38n0BcdMgbQl+sPIVfr1+HeOKS7hszDguqq1lTFExAE3JJKsbG1CEIGNZ5GwbiUQVos8gATjq/3VVpTZWSGMyiURiSwkSDNc96jPj9o3k1GRtGxVBcShMcShMZdRhV2cny/bt4b2z5gxoG+cC23VxXE+Erm5qZFXDIXpyOaR0GRUrpCERZ3NbK03JBEnTxOnH6XBLext3b97IzVOnsuiI1wuDQS6sGcXW9ra8jfqpkVJiOQ7LDx7gmgkTCWn60Byoj88IwxdVPj4+5y1tPQOrlSiPhfn+P97Itvo2lm/ez4GWLtI5Azt74tSqE2HZLs2dCX71xGpWbz/EZ26+lGljhqfWynZcDjR3AVBbXoRhWSQy5knXMR1JEEk4GEBKyTCWm/nkWX5wP/+74mVuixTy3VdexM1Hk64eP4HPLrrktAwZhBBMKStnSlk5H73gQh7YtoWHd+3AcV3KwhFiwSBxI0dAVblp2gxGxQoHvQ8pJU/u2c3Te3eTMAwaUwmaE0myjt03Ye6NDCkIRL7Jq5tPQ+2r6ctTqOtkLItTJQM6UtKYTNCeydCSSrG/u4s1TQ28Z+ZsLqgZxa6uDpKGgWFbWK6DnRcIQgg4gdW55biEdZ2qgigBRcWRkn3dXfnolEAIT4RJGLBtvQscjPf09dbSFJWiUJBn9++lKBhidFERU8vKz1mtVZ+luZSsbW5kTVMjDfE4SdNEVxR2dXXQnc1hOjYZ2z7sCipdHE4tLU3X4cEd21k0ZiJp0ySTy6KrKleOm8DGlmb2dnUO6P6pCIGiCBKGQdI0fVHl87rFF1U+Pj7nLZqmDKhe4rZrFzBnYi1zJtbyzsvnsuNQG1v3N3Pfixs42NZzXFrdqZCuxLBs1u9r5Gu/f4rP3LSEy2ZPON3DOCFtPUmcfKPNnlQGe4CRtXTGxLYdbMchNMIaGL/eeHjnDv5z+XMYpgmRQnRFIeu6tGfS/G3HNlKWxX9eec2A0+r6QwjBLTNmMaG0lFcbGjiUiAMwr7qGxaPrmFFReVrb3dbextP79qCrKt25LK2pFEZexPTS+9Fwkcfln/bWMYEnsDK2fUrBokCfBbflOsSNHI500VWVB7ZtYXRREYbtIITAkYdF26k+olJKOrMZEoZBgR7AdA+bfCjC+7siRL9RmZPRe3xSSvb3dLOtvY32TJptbW0IISgMBJlVWcUFNTVMK68gpOmYrkOBrjOuuOS4fk2m4xDPR416cgY5x6Y6WkBxKISqKHRmMyQNE8OxcByXzmyWA/FuGpMJDMtGUxRyjkNzMkl7Jk3WskiYBqbtYLkOritRFc9EovdYz8StsZd/fvxhKguL0BSFiaWlvGXKVNqzGZ7cs/uoiOGxCCAaCKAJlaiuE1T9+5HP6xf/6vbx8TlvmV5XRTQcIJ01TzhxCOsqF04Z3fe7pirMGldNTUmMcCjAoyu3smlfM+YgUgFVTaCpKooQtPWk+OXjrzK5tpzq0sFHC06G7bjEIiGaOuK0dGeQA1R/LtDY3kMkHGR8VcmQjsnnMAd6uvnFutWkTJPKsJdiGdYDqFKStb3mzC8fPMC65iYWjKo9xdZOjiIEF9bUMr96FCnTRAhBVNfPSKytbW7CdBxc16UllcJxXay8GcTJmgf3Oz7Alp4jpZoXL2p+G+4R2+v9caVEEwpSQsayaEgksF2XTS0tFIdCgCQa0L0GvqqK47onrsHCE31Jw0QRgoJAgIM93X3jd/IGFqfjUz+uuBiA/T3drGtuJGmYuNLFcGxylk17OsWhZJxNbS1eWqSqUhOLEdUDjCku5s2TpjC9vIL2dJqHd21n2d69HOjpJmUaSOndj3RFoSAQpCAYwHFdspZN2jTJOjam7eDK45MWe6Nv9jGCRgDmMESnd3d1Ma2qGtuVbGptZV93F++cNpOOVJo1zY0nPLUhVUVXVAKayoWjaikMnj2THx+fs40vqnx8fM5bZoytYmpdBVsOtGDbLo572B1PAQK6ygWTRzO2qrRvnaxh8cdn1rF88z46kxls2yES0hGGjTGAXDkln4GkqQqKIggHdNp6kjy5dicfvu6iIT2+koIwJQVhMnkr9cE8Zc9aDuGQ5KoLJmG37h3Scfl4rG1qpDGZQFdVFHF0RCKk6WRMk6Rl8uKB/WcsqnoRQhAbgomplJL93V0UBoLs6e7EzjeS7r3CTrd9tJcW6EmoXgEkpERB4BzhXimEQBXCa9CrqLjSpTObYUNrMx+fv4DKSAFt6RRhXScWCJCz7T5xJI6IXvVJrLygK9CDhDT9qIcsh1P+BndUChALBDEcm52dHaQME8vxxpHLOx4qQiFnWRzs6aaqINbXLLwyWsC+ri7+sHE9b5k8hb9t38aapgZShknGMvtSEXG8Y+jJ5frOiaIo2I5znGA6EgfZ7+EMV9tv03WwXUlxKERRMMjBeA8vHTrIT99yI999eTmP7t6BeUyNVVjVKAwGCagqM8orWDJm7DCNzsdnZOCLKh8fn/MWTVX48HUX8cO/LqczmcGy8ik/QhDSVSqKo9x06WyiIa+mxXZc7nxkBc+s341p2RiWTc70mqIiIRxQMCz3pOmAiqJ4Zhe6imW7BHUNw7bZeqCFnGkTCgzdbTUWCRGLBMmZNpoikFIOKlWxpiRGaUGEttYhG9KIxcy/l8GARkBTaeyMs2FPE209KUpjESbXljO5tpzACdIhs6aXbhUO6selbJ2InR0dSOnZhB+LABRFYLuSpDmw5rNnG01RyEgLw7bJWSame/ohjqOm071i4Mhr9YjQV9//HvFaUNOwXUlzMklhMMRbp0zl/q2biQYCZC2LiKaRsiwcjp64qIoX6QmqmtfsV/EaHofyy58JLrC/u5vSSJiuTJqcbeHII+rJELjS69XkuC5ISWEoTEsqxfjiUiaWlLK7q4Ofr11NYzKJgpfy2Jv+aB+bnielJ7YGaABxNlHwhDh4orY2VsiBeA/1iTjfv/7NfPWypfzvmlU8v38fndksuqoQ0QNURiJcUDOK986a02dE4uPzesUXVT4+Puc1i2eMw7QcHlm1jcaOuNe8U9eoLS9k6ZyJLJ17uNZpR30rL23Zj2XZxFO54yI/WdOlKBKkoqSAg63dWPbRkxtVgKoITzjl6z2CuoabnwwZ1tCKKoAJ1WUIRWDZLsox7menorEzTsY4ubHF+U53KsuaHfWs293AofYe0lkDw3LpTKTImjZOXoWGAhpjKoq5bM4EFk8fy5TRFeiayv7mTl7cvJcNe5pwJYypKOKyOROZP6kWXTvagODY9DNV8VLTDKd/a4ZeR8CRaL8thGB2ZTWP795JaypFahC9pk6VGujmG1NLJAiBwvEpe721UkJ4aWxhzTO56BW0C2tHEwsEeKn+AK81NxMLBunOZjEch7DqLfPmSVOIhcNsbm1lekUlAnCk17x3T1eYFQ2HBnxMJ2JtSyNVBTFP0OXrslwp+8apSNGXntdj5KiKxejKZkkaOSK6lwb4WnMzuqJgOI6XbimP7zfXy3BFms6U4lCYiH7YYEJXVaSUJAzvgUFxJMLXll7F15ZeRUsyyfaOdlRFoaqggIklpf32vfLxeb3hiyofH5/zGiEEV8ybxJwJo9jR0EYqaxAK6EypraCqpOCoSfDLW/eTzBok0sYJU+niGYPZE2r4/C1X8PS6nazdVU9LdwrbdgkFdEJBvc+oorggjOU4BHWNyqIY4SEWVAC1FUVEQwHSWWPAFsa99KQNXti0lwWlp172fKQjnuae515j/Z4mmjrjpHIGhmn3RfN6o0VO/v3akmmhoaOHVzbvIxYJ0p3Ksbe5A8N0+qIPqxSFh1duo7asiFHlhcQiQSqLC7Acl6xhURAOMG9iLXMn1DCjopIXDu6nMZHAOibKI5FYrktRKMR1Eyad7VMzIBbU1nL3pvV0nqIR77H098k5UmhJ8o5vQoD0xGivbYTAq6fSFcWrq1IUQqqG5XrufWOPiGZMr6hkWnkF3bksjisJaSoBVUO4Lk888QTfveZ6NrS30pZOU5I3euhlXvUo1jU1YZxB9E1BUBIKE9MDaEJgC4Guqn11Z8eeDTMvmo58VSIxHQfHdUma3n3n9Kvgzh3TyisJaofvb70Pd0La8fe86liM6tNsJ+Djcz7jiyofH5/XBaWFES6ZMe6ky/SkshimdUpxsmLrQT514yX83w9cSzpn8ufnX+OPz7xG1jCxXRfXlUgJhpUiHNAYVV7IgimjT5hadibMHT+K0RXF7KhvJaRrWM7gUppe3LSXBVeMpaE9zpjq0gGntp0PPL9hD6/tbuBgazepnIkijjaok3i9xZT8LNaV0J3KEU+39JtGKfF6/KRyJjsb29nV2I6mKqiqIBYOMWt8NalcgL+/vJlN+5q4fMFEZpRV0JPNkTG998WrTXJIWia6onLT1OlMLa8Y9nNxOpSHIyQN44yjI7rixaJ0VcV1XGwkBYEABXoQ07FJWxaW48kqR3qGE47r9qXuhXSdsnCYWDDI/JpRR21bCEFp+OhIn3VEWt/k0jJKwmE6MhmqCg43QNYUhcmlZWzpaDvt43KRNCXiJE0DRVGQtt1X03Ui04y0ZRJU1T5DhpztIgRkbasv7W+kRqNOxrhjUvc6MmmKQyGmlJWdmwH5+IxAfFHl4+PzhqEkFsGy3VNOalwp+epvHudXn383JbEoH3vzIqKhAD97+BUyORtE/om7A6mcS2t3Ek0dHrGiaQoffdNC/uP3T5HMnLy5an+Ylicgv/iLh7ly3lSuXTCFKaNPPsl3XUlDR5ysYRIOBhhdXoSijKzn6x3xNKt2HGRvUydpw5tknygmcayAGmhdmsTrf2Q54Lo5dh5q55r5k9FKYuxt7qRwW4gPzr0ARVHY2NgIQNLIYUhJSSjM+2bN4dMXXXx6B3gW2NfdTdwwCORTudy8GcqJTo+aFwVuXlCoQqDl65lKwiHqCospCYcJqSq2lCQNA01RqIhGmFZeRVhVeXjXDvb39BAL6oS1ALFggJCmkbVsppWXM6vS6/nmuC4H4z2kTJOorjO2uKTfFLLiUJjLx47jkZ07kClJRSSKqijkbIuAplKgB8jZ+evjJMd2Ikwp6cxm+37P2TaqouBCX4+oXhQhyFk2Y8qKiegBLyXYtigIBMlZFkFNw3Sc80JUaUBFQQFjCz1HU1u66HgPDdrTadKWyY1Tph0neH183sj4osrHx+cNw9LZE7n7mXWYA3D529/aw2d/9jCffOsiLp4+Btt2Cagaji4xLKevuFyRklTW5BePrWTh9DrCgcE3ej0VS2aN59Nvv4RfP7Ga5q7kaW2joSPBgys209yd4IPXLjihsNrd2MGTq7ez5UArnUmvufLo8iJuXDSTK+dNGjHiqqkzzua9zWSMMzMjGCi27dDWk2Lj3iYWThtDVUmMXY3tXHXBJL68ZCkbmxpJbd3Gu2bMpq6kmLdMnjYia6n6QwGkEOiKisjXDDmug5MXWQFVZVpZOfNrRpE0TQqDQYpDIUrDESojUQzHoSAYIKzpTCkrozgUpj2TpjvrNYsdHStEzzfIvXTsWO7ftoWdHR1kbQuR/29edQ3vmjGLgkCA7R3tPLVnNwd6uokbOaSU1MQKeef0mVzYj4viNeMnIhC8VH+Afd1es2xVUZhTWU15OMK2jja6czlyeaOLM8HBczMET1wqeOYYjuviSkl5JMLY4iK6s1laMynqioqI6jovHDyA4w6+LvJsIICAqhJQVBaPruOaiZOYVlbB9PJyDnZ3s/mVV+jMpMmkkggB5ZEo106cxJXjxp/rofv4jCh8UeXj4/OGYWpdBRdOquWlLQcGtPyWAy38610PU1tWiOU4ZE0Lwzr6SbMLmLbLrsYOHl6xjfdcMW8YRg7vWDKHuRNG8aO/LWfF1oOn9bS7M5ll3a5DFEVD3P7OpcelAu5p7OC3T61me30bjuMS0L2J8Pb6NvY1d3Goo4cPXrNgRAirg63dJLOHU9eGPK2qd+LrehsWLkjV5UBzN+OqS6ksLqCtO0V7PM3cslFcPnYcj2/dxhcvvQz9iIL+kcyYoiIqo1GSuRwIL91NxauFUlQNRbpI26YyGuVTF13MdRMnD3jbFZEoFZHoca+XhiN8fP5FHOjppiGRQErJqFghE0q8Rrk7Ozv4w8b1dGYyxI0cTYkEccPAbGzgsd07uXrcBL522RVHbVNVFK6bOIlFo0ezp6sL03EoCoWYVFLKmqZGfr/xNba3t9Ni24ff1zNACEFNtABXSnK2hem6RPQAc6uqKAgE6chkCWkai2vruGr8RFY11HOgp4eObNpryjsE0SoBRDUdw3Xy4i5vMZ+vZfOirJ6EVBB9/bDsvPjThIKqCCoiUWZUVpG1LBaNruODcy/oE8AAdUVFbAb+ccFCeiyTgKIyoaR0SGz9fXxeb/iiysfH5w2DEIJvf/QtXP/lX5AxBuZ2ZjsuDR1x7FPkjDmu5LFVwyeqACaOKud/P30z/33f8/zt5S0DirgdS2tPmkdf3c7kURXceMmMPmHlupLnNuxmV0M7SEl5UbRPPBVFQ7T3pHn81e3MmVDD/EmjT7aLs0JLd7LPdQ2GUVDlf5eORDElVjrDgYMdlBdGEILzukYtGgjwlslTuTP+KoZtewYK8nA0xXBsdFXl4to6FtYO3XuuCMGEklImlBztoOJKyTP79tCZydCeTrG/p5ucne9uJSVpx+HhXTvY1NzEv5RWHrfdwmDoqJqsPV0drG1qxHYdYsEAXVkVexAuh/2OHe+znjRNQrpGNBBkZnExH5g9j6vGT6AjmyFtWRQEApSHIwghSJpV1BUXMbuqmtZ0ks1trRi2g8CrtXLyES/bdRBCIaAIMkeYYYj8fnVF9ZwVhaAoGEJRBDEJAU2jOBBgVGERowuLiAYCjIrFONDdzda2VuJGjs5clqgeIKxptGcydGYyKIpCQTBEQSDA0rHjefPkKUcJqiMZV1xy3jws8PE5V/iiysfH5w1FNBTkux+9gc/d+eCAamt6zQ4Gwt7mTjI5k0ho6FMAexFC8MFrLyKezrJ80z7SAxSHR5LMGPzvQy9hOjbvunwuQgiaOuNsPdCK40iKouGjolFCCIoLwnQm0rywcS/zJtSe82iVbTuoqtckdViSqY7cqCqQDqCCGrdo2tRCS00JxQVhxlQUD8fezxofnDOP3V0dPLtvLxnLwuaws1tAVbl+4iS+eMkSikPhYR9LUzLBvu4uXOlSn4iTs50+B0Er/4ZIoCmVhNJK/uGhv/Lpiy9hUd2Yo7aTsy1++uoqHty1nYxpEVBVwKt/Op2I5pHr9LrdLaytZXHdWMYWFTOvurrv/FRGC45bf3JpGXOqqlnX1MSoWCGl4Qhb29pImQYIr35MCEHWAle62BKvLi0fVRJ518GIplESCnP52PFcNX4C7Zk0BYEAlVHPtjx6TOpxRybDHza+xubWVhwgZZjEjRyulEwqLeO6iZO4pG4MY4uL/dooH58hwBdVPj4+bzjmTKimrryYg+09A1p+oJOwnGnT2Blncu3wub2lsgb3L99Ie0+GSDCIYTk47uAL8HtSOb77l+f5+SMrmT62igsnj6YnlUEg0bTjoy+aqqAqCs0dCTKGSUH43Kb/jK8pQ9c0pATTGkJhlW8E7f0/9PpfCwGqDbpQsBMmDXvaee8tF1MYDQ3Vns8JkUCAb111LVeOm8Dftm/jQLwbgKml5dw2Zx6L68b063I3HGQtG8N2aEmlyPU5/Eks6fbb22ltcxMfevAB5lbV8I8LLuKSurH8fcd2Hti2mW3tbQghCKneNKcoGCKkaTQkk0elAB55ZP15gvZ+Evoa/gqBqijMq67hQ3MvGNBx6arKe2fOIaRpbGptJW2alETC6KpCcThMaSgMwttDMmeQsiwUIKRriLwZSHEwyOiiYq4aN4GLakcPqO9TeSTCx+YvYF1zE6sbGmjLpAiqGrOqqrhuwiTK+0nP9PHxOX3OG1H1ne98h7/97W/s2LGDcDjMJZdcwve+9z2mTp3at0wul+Pzn/88f/nLXzAMg+uvv56f/exnVFVVncOR+/j4jDT+/soWMqZFSFfJWadOoRvo020J7G/uGlZRtfVgK3ubOmjo6CGRyaEoCs4Z9OLpTudYse0ga3bWEw0FCGoa8VSOrGniSgjqKtFQEIFEVQS6pvQ1bj2XXDS1jlGlhRxo7SIa0skY1oBd/U6N7C1Q8Sa7LiimSygLriJQXCgnwJVzJw7VDs8pIU3nhinTuGHKtHM6joJAgICqkjByONJrtm3nXQlP9NZaUrK2pYm1jz5EQFFwjlheV5Q++/bObJbiUIhYIEDcMI4SU4L+BRV4l0GvoOp1SYzqAWZWDm5eEQsG+cDseTSNS1If78FFUlMQoyYWQ0oIa1qfeHVcl+6c5/RZHAySsS1cKYkFgoNONy0Mhrhy3ASuGDv+qKbFPj4+Q8958+l68cUX+fSnP82qVatYtmwZlmVx3XXXkU6n+5b513/9Vx555BHuv/9+XnzxRZqamnjHO95xDkft4+Mz0rBsh5c270dTVSpKYgMSCAOdqytAezx1RuM7FTsb2ulOZehJ5ZBIFEUQCmioZ5iOZzmSnrRBezxNW0+SrGFjWDY9qRwtXQna42k0VWH6mCrCwXNfW1FWGOUTb11EQdiL1il5i+8hoS9SJcGBQNal3NQIKWrepltnXEXJsPQleyNTXVDAtPKKPmHkwqCc8kzXPco23XJdkpaZb8grSZkmo2OFBFWVQL63lovn6KcIQWkoRMUxaXC9gkpTFBRAURRmVVYxr6pm0McnhKC2sJDFdWO4tG4sE0pKCWs6EV0/KhqoKgrlkQjlkQiaqlIYDFEcCp+RIBL5CJuPj8/wcd58Izz55JNH/f673/2OyspK1q1bx+WXX048HufXv/4199xzD1dddRUAv/3tb5k+fTqrVq1i0aJF52LYPj4+I4x0zqQ7lSUc1AjqGqGARs60jsr6Ol00TZAzz6wQ/lSYlk0yY2Dnm6eq+afxQxU7coFk1iQc0NBVBVdK0lkbiVcQP3dC9VlLBzsVV86bREE4wJ2PrGBXQweGZff1UnKkPH2jNwmK4YIiUG1JoaGgaAJNqBSqOqZhMHpM6am34zMohBBcP3EyKw4dpD2d9tJaT6O31JFIvIa8ZVoEy3WReCYPF9XWUqAHeLWxARdJbSxGbUERPUaOtnSKvV1dpG0LgSdyFPLXf1U1n1t0ie9+5+Pjcxznjag6lng8DkBpqffFtm7dOizL4pprrulbZtq0aYwZM4aVK1eeUFQZhoFhGH2/JxIJwOvYfmTX9nNF7xhGwlhe7/jn+uxxLs+1gkskqJIzLAqCGuWxCF3JNLbr4J4oB2iAhDSVaFDr97hypsXOhnYa2xPommD2+BqqSwsHvY9RJVEcx0FTIKQrCCGwbRddFQRUcZxLYUAVR/07UBzHwem1ZM6v2tGT4N9++ShzxtdQGAlTURxhbGUJ42vKGFtVQiZnkcjk0DWV8sJov2YWUkrShsXO+jZWba+nvq0L23GpKC7g0pnjmDuxlsLIwCes8ybU8PPP3sLepg5e2ryPPU0ddCYy1Ld2k8yapzEhF6CCZoJmSqJSpaggRETTCGkaic40FVUxFl4y8aj32b9/DA2jolG+uOhSvpBIUJ+I95uWF8yL+uBgxL10CQgF6dgEFYUltXW8Y/pMDsXjvNbcxPbOdlzXZWZFHRdW1zChuIRl+/bw3P59tOeylARCXDV+AovHjKEiEn3DvM/+dX328M/12WOw53qgywkpT/tZ3jnDdV3e9ra30dPTw8svvwzAPffcw0c+8pGjBBLAwoULufLKK/ne977X77a+/vWv841vfOO41++55x4i50njRh8fHx8fHx8fHx+foSeTyXDrrbcSj8cpLDzxw9DzMlL16U9/mi1btvQJqjPhK1/5Crfffnvf74lEgrq6Oq677rqTnrizhWVZLFu2jGuvvdbvETHM+Of67HGuz/XOQ218777n6U7mKC8MEwromLZNWzxNOmMQCeoURkI0dycHlc43Z0I1//OPbyMUOHxMOw61ctfDK9nX2k3OMDFt5ziLdk1RmD62kk+8ZRFzJ446aXqdlJKHV27jf/++HNtxCWgqluN6KYD51LcjbeADquDzV43jf547gOkM7zO0oKZQXlhAcSyMoiq4roOqqHTGMyQyOQzLzqd0uUgJqgKaqqFpCuGATkBTCeoaV86bxG3XXnjGNSC24/La7gaeWLOD+rZupIQJNaWoisKO+lY64hkMy0IIQTgUYHRxIRFLIHtMglIQQCGdNvP27SoTJlVwxdUzmD5r9HHv0bm+pl+POK7L33Zs5VevraM1leyLWgWF4Bt1E/iPQ/swBvhc2HPT06mLFXL7JUtYPHrMKdfx8a/rs4l/rs8egz3XvVlsp+K8E1X//M//zKOPPsry5csZPfpwM8Lq6mpM06Snp4fi4uK+11tbW6murj7h9oLBIMF+cqN1XR9RF/VIG8/rGf9cnz3O1bmeNaGWz9x0Ob98fBWNHQkcNwNIIkGdaxeM5+Yls1m7q4FXtuxj9c6GAW1TCPjye68lFj0c4fYa6u5nf1sPacMiZ9o4zvE1IqbjsGFfC9+851n+5ebLuPqCyScVVrdcPpfX9jTx3IY9ZMzDIk1RvPoPIcB0jk6cMh057KLKdByS7XH07iS6qiLwzkssEsK0XQzbxXFdXOmlFEqh4jgutpTYLhQXaGQtl00HWmnqSjGhpuyMxqPrcOnsiVw6+3iXvpxps2V/M1nLZkxFMaopefD+1Wzb0UA6Y2BbDrbl9cKaNK2aj3/qakaPKTtlPZl//xg6dODWufO5cdpMfrZmFX/esomEafb93ZBywKKqQA/w5inT+NDc+UwuO7Pr6o2If12fPfxzffYY6Lke6Ptx3ogqKSWf+cxn+Pvf/84LL7zA+PHjj/r7hRdeiK7rPPvss9xyyy0A7Ny5k/r6ehYvXnwuhuzj4zOCWThtDHMnjGLFtgMcaushoKssmFrHpFHlAEyrq+Ty2RP4+P/cS0cye8rtfepti5kw6ujJWmtPku31rZi2g207uCfpJyWlpDOR4a8vbWLK6ArGVJaccF9CCL70niuJhHRW76gnkTHImTaaphANBRAI2uOp0zdqOEMs28WyXc+GWtew8g16FUXguIcN6h3XJairOK5EU726s3AwQCKTo73nzEXVyQgFNBZMrQPANG3u/vVytm46RC5nEQ7pmEJg5ixSKYPVr+zlwJ52/uGTV7L06hkjxqjjjUIsGORLS5by/tnzuGPNqzy3d/eg1g+rKn9553uYUVE5TCP08fHxOY9E1ac//WnuueceHnroIWKxGC0tLQAUFRURDocpKiriox/9KLfffjulpaUUFhbymc98hsWLF/vOfz4+Pv0SDHipZv0hhKCqJMaiGWNZvmkfiazZ73IA186fzMfedPx9xrIdDMvGdeWAGvQ6rqSxI8Hm/S0nFVUARQVhPvuOy1m36xArtx1kd2M7XYkMRQVhVCFo6xlea/eBIAHLtjEttU+IiLymktL7/95MyN6URel6qYHKWbR/3r+3jT27WjBNm0gkQE9PhnhPBteR+e6wktbWOHf++GnqD3bw/g9fhqr69tRnm9FFRXznmuvoXnwpy595hsJAgPZj6qj748tLlvqCysfHZ9g5b0TVnXfeCcAVV1xx1Ou//e1v+fCHPwzAD3/4QxRF4ZZbbjmq+a+Pj4/P6RDUVabVVRFP52jrSXGgpRvT9qIumiKIRYJMqS3nE2/t/8FNUTRMJBTAdfMtRE+iqoQQKIrAdSXNnQPL346Fg1wxdxJLZk0ga1gcaO1iy/4WDrR2sfVgK5bjDl3vptPEPUJAgdcPyKFXrNB3TqQrUYTAlZLighB1FcVnbYyd7UmSySzSBct0SMSzuI5E0xUEAkcILMsmnTJ45G/rKCgI8bZbFqBp6lkbo89hCgIBAB679UP8cM0q/r59Kznn+AbYASH44Nz53Db3grM9RB8fnzcg542oGohJYSgU4o477uCOO+44CyPy8fF5vSOE4MIpo9le30pZYZRF08bQ1J3EdSWRUJBUNseMMVWMq+6/Z1FRNMTF08aw81AbnOSBujjiJ6CrBAKDuzVrqkIsEmT2+Bpmj69BSolhOTz26rbj7p29yXeqEISDGoblYDsuCIYtXVBTBU5eNEnh9dTy+oJ5fYh6D15KiSIUFs8YR1VJwfAMph8UVcGxvXOQSGRxbBdV8wSV7TjYlhc9sx2HVDLHn373Mo0NXbz/I5dRWnr2xulzNEWhEN+66lo+e/EifrhyBasaD5E2TEKazvSKct4/5wIuGzP2XA/Tx8fnDcJ5I6p8fHx8zgVTRlfwpoXTeOa13dS3xwkGNKR0yeRMptRWcNOls07qUnfDohms293A6h31SPf4p+m9KIpCQFcpjYWZNrrijMYshOAzb7+U3Q1tHGrr9l7L/03iRY2CAZUlsybw4esuYu2uQzzz2i7q2+Okcwa246IJgZU3lThTFKGgap5xh+24CAECgURi2g6KIlCEIFygc+2FU3j74plntW6pdnQpkUiQZCKHmXd7VITAcV0c2z3cgDYfbMxkDJ59agtbNh7i2jfNZtToUvSAnw54rqiMxvjONdeTMAw6sxk0oVATi6GdxRRSHx8fH19U+fj4+JwEIQSXzhzP+Ooyth5ooaU7QVDXmTK6nKl1lYQDJ3cFKo1F+NoHruMXj63g8Vd3kDaObiIoAFUVaKpCcTTM7PE1zBhbdcbjLiuK8oNPvZ27HnoZMImGA6iWSzigMW1MFR+45kIWTBmNqihMqavg1qvnA17T33ue38CKrfvpTuXoiqcwHIdk5sQ1ZSfDi4xJQrpOzrIQeMeqCAVFEWiKQmVJARdOGc1186cwZ+KoM7ZSHyy1daXMmltHc1M3juMi82N2HDefuukdh6IqOI4LrsCyHA7sa+d3v3qRyqoiautKWHBpmOXPbWfp1TP91MBzQGEwSGE/br4+Pj4+ZwNfVPn4+PgMgFFlhYwqO73edWWFEb7yvmv46JsXcfcza3n2td10JjI4rkRVBOGgTk1ZIZfOGMe7r5hHQXhoJoZVJTH+/f3X8Pjjj/O1264joOvMGV9DJBQ44TqqqvKBq+dz+ewJbNjbyEub99HQHkdT0iSzXhRroKgCCsJBqkpiGJZNVbCQwnCQqXWVVJUUMLm2nOljqimJhYficE8bRRHc8t6LaWtNsPKlXV50yj0sqCSgayqu6yJdr9YKKVHy9vWJeBYpHRZcWsevf/4cj/59PQsWTWTh4klMmFTpm1r4+Pj4vAHwRZWPj4/PWaKyuIDPv/MKPv/OK+hIpFi17SDdySwVxQVMqCljQk0Z2jBNwBdPHzvgXhtCCMZWlTC2qoQbFs1gT2MH63Y38OLGvdS3dZPKmaRz1im3M6qsiOsWTOWaC6cQUBXKi6JEQoGzHokaCIVFEW7/8g38fdJq7r17BelUzktTVJS80wa4tvRSFRUFx3VRFHAdSSZjYORd6Hq6MrS3pNi+tYEH71/N7LljuPndCxk7oYJ0MkdbWwIB1NSWUF4R8+3ZfXx8fF4n+KLKx8fH5xxQXljADYtmnuthnBJVUZhaV8nUukpuvWo+WdPkYEs3Ww8086O/vXxcOmMvM8ZU8paLp/P2S2YRPUlkbCShB1Tefeti5s4by89+9BT79rRhWV4dnGN7tWChsI5lubj51MA+c498TVWvRnIcSU93hpde2MGKl3YgJWiaSnFplNFjyqioiDF1ei1XXz+LSNRPWfPx8fE53/FFlY+Pj4/PgAkHAkwbU8W0MVUsmDqGOx9ZydpdhzAsm6CmMbG2nBsvns7C6WOpLD4/nfGmzhjFV75+E3/63cu8snwnuZyVF0sC6UpMwz7huv05KPa6fZumQ1tLgvbWBHVjyujuTmMYFje96yK/BsvHx8fnPMcXVT4+Pj4+p8XYqlK++7G34jgOWdMhHFBR1fNXHLiuZMvGep54ZD0H9raTTOawbRfHcQCBlGAaZ26HKCXUH+zENG10XWPe/HFMmlp95gfg4+Pj43PO8EWVj4+Pj88ZoaoqBeHzV0wBOI7LE4+s58H715BM5NBUhVQq5/UOC+jYttevaihpbYlj2y6bNtb7osrH5wQ4tkPjnhaMjEG0KEL1+EqUEViX6ePjiyofHx8fnzcMuazF3j0tmIZNJBJkzPhywuEAWzcd4unHNpHLWYyqLaajPYmiKoDEyjmeBeAQIyXEe9KsfGknV14zk5LS6NDvxMfnPGbH6t2sfGQtezccoL2hE0VRGD2lhvd++SYmzh1/rofn43MUvqjy8fHx8XndkstZNB7qpKczzWtr97P+tQOkEjkURVBUEmHCpCouu2IaG187SCKeoaAghOO4xONZLNPGdWWftfpwIIFkIsdra/Zx9fWzh20/Pj7nG9tf3c1DP32C7at309nUhZWzkUj2bTrAq4+/xtv/6Xo+8q1b/aiVz4jBF1U+Pj4+Pq8burtSbN3UwEsvbGPntma6u9K4rsRxHBzHRddVCosiRCJB4j1Ztm5qoL0tiWlYqJqCpqv0dGf6BJUQXnNmKRkWcaWpKjW1xWzb3MClS6cRCg3M9t7H5/WMZVo896flrHpsHemezFF/k0A2meMv//UQW1bs5PZffJK6qbXnZqA+PkfgiyofHx8fn9cFDfWdPPTXtWzaUE9zYxdGzkZKeZQjn2E4dHWmyGYtCgvDGIZNV0cS07QRQmDkTLJZE0UROI6LoihI5LCk/wkBldWFVFQWkkkbZDPmcaKqqaGL/XvbUFSFiopCxk2s8J0CfV73PPnr53jyt8+TSxsnXkjCtpU7+fGnfsm/3/NZSqtLzt4AfXz6wRdVIxApLaS1E9xDuKbX9MS1TRhg404fHx+fNxqGYfHEI+s5uL+dnq40jiMRCuAK5DE+544jMQyTZBKCIZ1AQOC6oGoKqWTOE1OqgrBdT1ABIAkEVEzTGbIxx2Ih5l04DiNnEQjohMI6XV0plj2+iRef3UpTYw+WaaMHNaLRAGXlhUyfUctbb5rPmHHlQzYOH5+RxMFth7j/Bw+fXFDlcW3J/i31PHfPy7zz9hvPwuh8fE6ML6pGGK61F1I/A2sDuB1gS+Cb0Hk5bmAqxP4VJXzRuR6mj4+Pz4hi765Wmpt6sCwbI2ciXYnryH77RgHY+Wa+pmFjaCqxojChkE4uY5IybYSioCgC13WR0osqaZqCqipks/03PB4MJaVRFi6eRCwW4sC+DpYsnUZrUw///a1HOLi/HdO0+8Zumg6W4UXd1ryaI5M1ue0jl1FZXXTG4/DxGUlIKbn7mw/QVt854HWSXSnWLdvoiyqfc45f3TeCcJ0WSHwDzFfAbQSyHM45McFdC/H347bfjGvuO4cj9fHx8RlZdHYkcR1JKuk93bYd54SCCkC63gROupJczqS0LMrSq2cwanQpqqriOq5XU6Uo6LpKQSxCYbH3M3lqFbHCUL4h8NEI4UW8VFWgaQqFRSGiBUF6a+kVRTB2QjnXvWUO4bDOgf0d1NSWMGtuHT/94VMc3N+O63rW7aqmoGkKigKW5ZBNWziOw55dLWx87eBQn0Ifn3POpuXb2PjCVhx74BFh6UraDg1chPn4DBd+pGokkXkA7D0gu06+nLMVut6NW/hdRPhqRH/f7D4+w4SXSmUBCkL4txCfkYFQBAhQFYHEE02nwnYkAoniKkyZNoq3vn0+8xeM59d3Psf+fW3k8hGpiqoiArqKadmkkzlC4SDXvmkOU2bU8NLz22mo78JxbAAmT6shGTeI92QwchbZrIUQgmAoQGFhiKqaYkpKojQ1dhMOB5g9ZwyXXTWNg/s7OLCvzavlckEI0SfaFFXBsV2yWZOS0ihGzmLzxnqWXjODQMD/DPq8PrAtmzVPbsC27EHXMDpm/9HjRFeSVY+spau5h0hhmIvefAE146uGYLQ+Psfj341HCFK6YLwEMjnANRKQ/H+g14A+c1jH5uMDIKWDNFeB8Qo4zd5r2hQIXYmiTzvHo/N5o1M7uhRdVyktL6C1JT6gdRzLQSIYPaaIK6+dhaoqjB5Txif++RoefGANB/a109mRpKcrhW17Kq24JMLkqdXccNOF1I0t46prZ9HTncEwTF5dvZxv/te7URWNXTub2bapgUOHOgkENMaNL+fiS6dQUVlIc2M3pmlTWBSmorIQIQTPPr0FI2ej6QqW5cAxz8qE8NwHTctGU1WyGRPbcnxR5TNikFJyaFcT3S09RIuijJleSyA48Frw1oPttB/qIFoUIdWVHtS+K8ZUHPfaE795lnu+9VfiHUnvwUYkwMM/e4pLb17Ibf/xLjTN/+z4DC3+FTVSkFlwu4FTF2YeXqcFmfojFH/bj1b5nBGu4wCtQARFLe7n712Q/CFYK8CJ412nAoyXIfcIbvgmRPRDCBE8uwP38ckzZmw5EyZWsXH9ASIFQVKpgd1Lq2sK+finr2Z0XWnfazW1Jbz3tkvYsukQG187SHtrAkVVqB1dwvyLxjNtRi2RqHetCyEoKY1iWQEAQqEAuq4zb/445s0f1/9Y+zGZEHkV5UWoBLh5x8Fjbu2uI3GES1FJhKBvv+4zQlj2p+Xc//2H6WzqQgDRoigTZo/hTf9wFQvfMn9AcxTbcnBsl/JRpbTubx/U/i9801y+eM032LFqF6Zh4+JCbwZhftdGxiCbyvHoz5fR2dTFx777AYor/LpEn6HDF1UjBaFz+A4wCIy/IlPzEbF3DfmQfM5PpDRBWiDCCHHysknXSUHqh2A8nxf14IpaiNyGEnuPtz03Can/gdzzQDdHX6c5cFKQugeJBtEP+imBPucEVVN489vm4UqvWW9PV7pfpz5F8dLpFEVh2owabrz5IuZeMPa45UpKC7jsiuksWToNKb1aqOFkyrRq9ICGYzuomoLjukgpvcmoJD8GBVdKIsEAF18yGVX1y6J9zi3bVu7k67d8n+6Wnr7XhCLIprKkulM07m3BMm2W3HzxKbdVXFFIpDBMsVWEogpcZ2A5gIGIzh+/cT9G2ux/gfxmHNvFSRmYWYuX/voqpmGz8E3zuPxdlwwqojYUpHpSvPjAStY9tRHLsJl0wTiu/sCSszoGn6HHn/2MEIQIINUJ4B4a/Mrpr+K6h1CKbh/6gfmcN0i7Hmm+CtZWwAG1EvSFEJiPEMd/Ybh2Aro/DM5OwM3/SJC7IP1/cbN3Q9EfIHsn5B4HTpSO4QBNkPoVUq1GhN8yTEfo43NyikuivPv9i7lo0USefWozzz61mZxho6sKQlGQUuLYDq6EyVOquO0fljLngrEnfYp+ZG3TcDLngrGMn1DBjm2N6LqKqig4jot03D7DDUURCAQLLp7AnAvGDP+gfHxOgJSSP/7nA9z9jfuRxzTFlq7EzNogDbqae3jiV88y78pZFBRHT7rNovJCpl88mef+/DLFlcV0t/Yct+2jEKAHdIRQMHrt1wWnrMdyHRcja7B73T6a97XR1dLDO2+/EUU5Ow8pVj26ljs+91vaD3XiOl5a8eon1vPEb57lfT+9AdO00P0WOuclvqgaSYQ/ANbLDD5iJSF7F64AUfAJhFIwHKPzGcFIaxsy82dwu0CUeJFPaz/S2gPOfgjf0iespJSeZX/iu+Bsw/sG6udbyN0F3Yt79zCAUXRA/Du4SilKcNHQHJiPzyDRdZUp02qYNKWaGbNreeLhjbS09Hj1UxIiBQEumD+OD37sCqIFIyddVdNUPvelt/D/vvpXmhu6caX3ucwbAaKqgpraYt7ytvnccPN8gmf5ybqPz5E888fl/OW7fz+p6DENi0BIp2F3M7tf28cFV80+5XYvvWkhrfUdtDd0YuYiZFM5HOv4OZEaUKkcXY4r3aNTBQdocOFYLs17W4gUR3jop08SjoV468evHXZhtf3VXfzoU7+gq6UHVVUJhANIV2JbNolu78Hlvd/9Ox/6j/ei+k2+zzt8UTWCUCJLcdOzwdlwehvI/BJp70fGvoyi1w7p2HxGLtLNILMPgkyDOsV70e0AEQCCYKwEbSIELsK1bTD+6qXy2ds5oaA6vPVBjqYTEj/GLZuHooRO53B8fIYERRFcfuUMpk2vZeeOZjraEkSjQaZMH8WYceUjMnWubmw5/3PHB/nbX15l9ao9xLszaLrKpClVLF4ylcWXTSYa9T9XPucWy7J5+M6nMHOn6NcmwchZmBmTeHtiQNuOlRaw9J2LyCQyrHpkHeGCENJ1sQwbx3HQVI1wUZii8hhNe1tJ9QzO0OJIHNsl2Zkil8rx1x88Ru2kGuZfPee0tzcQHrnzaXpaE6iq1wfPNiycvAmOqnsi6oEfPMajdy7jnZ+/gXd89kZCkZHz8Mfn5PiiaqRR8gPo+AhwOj1IHDCfhq51uIXfQISWIkRgqEfoM8KQ6Z9D5iEgB9j0pfGhADooJchMDdJ41VtONuaXGw5ccPaC8SKErx+mffj4DAwhBFU1xVTVFJ/roQyYwsIwH/7EFXz4E1ec66H4+PTLztW7aT3QNqBlXcdzsoyVnjqDprstzvN/eZm96w+QSWapGldOqjtNMBKkuNIzlIjEwoyZVsszf3oJM2eiKopnSnG6SM/8JdGZ5NG7nmbu0pnDFiFKxdNsWr4NiUQIBcu0TxjpS3al+e3/uZdtq3Zz+88/SWl1ybCMyWdo8UXVCEPRRuNW3Avxr4L53GlsQYLsgPjtyMwCZPT9EFiE4qcEvi5x49+E7H1Ab4HukTdoCTjgNkHuN0AAT3ANl6ACT8hlwfEbk/r4+Pi8Hskks14fuAHUL0kXqsZVMn3RlJMul46nefiOJ9m/uZ6K0WVUjilHupKulh7aGzqYOHcc1334Cirryll+/0p62uJomko4FqK7eWAtFE6EYzuEogH2b66nYVcTY2fUndH2TkQ2mcXMmV66nz2w7+E1j2/grz9+jH/45vtOW+yZhsWhHY10tfSA61I3fTSVY8rPWg3ZGwlfVI1AFLUUSn+Ga6yHnp+d5lYMsFZCfAuo43HDb0UEL0Vok4Z0rD7nBtd1IfVjyP6ZE4ukY7/tTuCMNKSogEVfIYiPj4+Pz+uKqjEVRArDJHtSOP04bB5JOBbihn+8lkgsfNLltqzYyaaXthEI6jTta6V8VAkl1cWU15YSCAdo2tuCYzkIIdi76QBmziSQb18wEHF3UiREigvI9KRpOdg+5KIqncjw2jObePxXz9LdGh/UWF3HZeXDa7j6fZcxYc5Yutvi7Fy9h70b9uM4LqMm11A5upRYSQHhWPgosSSlZNvKXTz/l5fZ8epuutviWDmLYDTI7CXTuOkzb2HKhROH9Fjf6PiiagSjBC9AlNwBPAHqBcCqQW7BBRkHexdkHKS1AyK3IAILhmG0PmcL17Uh8R+Qe5DhjToNlhDeeBQILjzXg/Hx8fHxGQbGTB/NtIWT6G7tIWc7XtSqH7Sgxke++R6ufv9lJ91eW307P7/997TVtyMReVc/jfLaMuZfM4dYSZSOhk72bTrIqInVfSl7Sr4uMlQQJJccRI/PY1BUBaSLHtQpKIqc9nb6Y9Pybdz3/YfYtmIXye7UaYm/1gPtrHhoDaqu8tjPl9FW30EoEiSTzPDi/SuxDYuiyiIswyLRkURKl1hJjFhZjKa9LfS09mBbjteiQRHQDh0NXWxbsYuPfOt9zFoyDdd2CUaDFBRH/QjWGeCLqhFOr9WvKPsVJD+ZdwccLBlwdgMCmf4TUh2PopYN6Th9Tg8pLWTuFbD2glIFoctQtBM3I3SNVZD4L3C2c1p9zYYVA+8boxIlOP9cD8bHx8fHZxgQQvDuL76Nxj0tHNx6CCNj9Nn+91JRV8J/P/sf1E46uWlWT2eCr7z5WzTubgHh9ZsTisA2bZr3t/Lqo2u57JZFCEWQy9umT7pgPKqmYBkWekAjVlxw+qJKQDAawEibVI+v9ETbELFn/X7+/J2/s39rPblM7rSjaa4rWf/cZtobOkn1pBk3awyJzgT1OxqQrotEsn/TQcyc5QknoL2hq9/9yXzvL9uyadrbwn99+A6KKwqRUlJaU8LcpTO49OaLmX7x5AE1bPY5Gl9UnScIIVDKfoPb/RUw/sbgP505cPaA0wTxr+GGloKIQXAxilI8DCP2ORlSOsjUzyD9G47q/5QCl2KIvAcRuRnU8Uh7DxjPgPEaWBuBJJxJYe6wkb8m1RJcux5F8/vo+Pj4+LwemTh3PF/89T/x4B1PsP7ZzSQ6kzi2S9noEt77hbdz3YevOuU29mw8wLff90MadjYjkSBBOAIBKAKEqtDVEufgtkOomkasxOtzteiGC6keX8WhHY0EQwFUXSUQ0k/tRngsAhShEC0MEy4IcunbL6KkqnjwJ6MfpJSsfuI1Wg+2oQiBm3f4E0L0HetAUVWF7tYeLMPmgqtmIQTU72jEyJoUlsao39mIkTG9JJFIwPv/U20/PwQza9JW3wFA+6FO9m8+yKaXdvDuL9zIkpsv9oXVIPFF1flG0begWwOr1+1tMGS8dcznwXoViIBaiht4ExR8DEXxL4ezgZQSGf825P5E/+Kox7PHz60HvQrM9UASZIrDzn7DeaML5X8svGtmoHd/AZR5vbLSv4Sibw7XAH18fHx8zjFjZ9bx2Z99gu62Hrpb4xSVF1JWc2qXOsu0eOYPL/LXHz9Gw65mpJQoqsB1JRLpRVMUgQK4Eg5sPcS8q2Yz8YLxAARCAf7ljo/y7ff/mO6WuBfdUhVPsBwRMhMCApEAiqKQTR0fKVJUhbLqYmomVjNn6Qyu/sDlQ3Zuetri7NlwAFd6Vul94xIgOHqcp0IP6pg5EyNnomoqyZ4UiY4k0UKvj1culUNKiaaquM6p2qScHDNrsXfDfh74wSNMmDuW2ok1p72tNyL+LPo8Q1EUZOG7kfEWsE+nUXDeskeqoJaBm4DcnwETN/I+IA1KBYpy8s7nPqePtPZB7j5OHm1ywV0PhsT7mIpjlj+Tqtz+UOi7NoJvA3szuGmQNp7Bxcn2J4CgN06lFLDBXItrH0LRhsdFycfHx8dnZFBSWUxJZfFJlzGyBq8t28SONbvZt+Eg9buaSHWnURSBi1cfJaWL67goioLrSoQicRyXXMbgkrddRPmo0r7tzbxkGt97+mv84T/uZduqXRhZk2BYR9N1iitjlFSVkOpJ0dUcByRTL5qEZVh0NnUTCGqUjipl9KQaSmtLmHnJNKZfPIlwwcnNNAaDbTk4lo2QXn2YF/GRICUIgVDESRsn91JUWUhxeSE97QliJd7DVNuwcWwHLaCR7Enj2K5XKwW4tsOZOndYOYvG3c288uAa3v35t532dt6I+KLqfESbBQW3QU8TsPs0NiDx6l9cUKvBqofM7yD3MLhZIIGLDkolRP8ZJXrDUI7eJ/sA3vk/Fb2pDGEON+kdrghVvq+VGAXuAa+RMCqnvjnne2GJaH65NIhycNs8gxRfVPn4+Pi8Idn+6i6eu+dl1i3bSFt9J7Zpg3RxnCOiNkLk67EEqqbkG+FKpOs53wlg4uxxLLrhwuO2P3pyDf9+z+foaY/T1dyDYzu07G9j+6pd9HQkKBtVwozFU4kWRQlFAxSUFDBl/gTGzx6Dpg/v9LewrICSqmLqtzei6TqBcIBsKtf3LX6qSJUW1KisLae4qggjk0PTFaJFESzTRgtqqJqKbdpHbUsoCq4zNKUB2WSOPev2Dcm23kj4ouo8RAiBCF2OW1IM3R8Hehj8Uwkbr4dRd359w4tM9G3HADcFydtxk9+C0mUoAb/X1ZAwqB5OCn0CGBj6CBV4oi0CSgiin/KiVE4DyCx9bn6oeFHR3v0f+6/wfqQDwvXyLoQ+DGP18fHxOTmmaWPbDvv3tJGIZyksjlBaGsG2JYVFYYqKh9bhzed4XrxvBX/4f/fR0dBJLm32P9mXhwWB67goqtLn6KcqAoFADWi89ZPXnrS2p7iiiOIKz+Bp8vwJLLrxQhKdKVRNoai88JzUBQXDQS68bh671u4jnchQUlWMmWvHybvwHYWAQFCnvM4zEBs3czTBUBBF8RoE97QnGTO9jkkXjKNhVxOjp4yisDxGd0sPekhHURUc20HVFJASxz7zeYJju1jGIGvUzgAja9BW34GUUDaqhGjh+fkZHZSoymazrFu3jtLSUmbMmHHU33K5HPfddx8f/OAHh3SAPidGBGYjI5+A3L3g1jNw84J81MMFZCOHIyIn+iB2Qtdi3IrVKOrQhcffsAzKGEQyvLbpAW8fioDgdRC+BazJ4DR7UUs7xeHUw3wPqr6o2ZGoeGmCIZA9oJSBOnkYx+3j4+MDjuNy6GAnBw+009zYRWNDN7t3NNPaEsc0bS9l3pVICYGASqwwzOx5Y7j1Q0uorSs99Q58Bk1bfTv3fOdv9LTEcSx3QNET13G92irFi1zZeZE1e/FkFr9tcG1g9IA+oNqu4WbBdXPYv/kgL963gmwqS2F5AcnOFHZvby8BoWiQOVfMpLS6mHh7AvD6UMY7koDEdVyKymO86ws3Uje1lkfvWkbjrmb0gIZlWKR60oSjQTLJHJZheQ/dhWdLP5D0whOiwOipo878JJwCx3Z4/t4VrH58HYd2NpJLmQQiOjMWT+Wq9y1h2sJJ6IHz5wHtgEXVrl27uO6666ivr0cIwZIlS/jLX/5CTY1XxBaPx/nIRz7ii6qziBACwpch3T1gFYCzk8MC6WTkU71IcnQU5GQY0PFxqPrjGYzYB4DQLZD7OwOrh+tNFhjIe9TbbX2gdXYaEAQRAv1CKPg3bwKiT0FqY8FuABHwok/H7b+3Bkt6+5XS+1243t+CSxDq0FnT+vj4+BxLV2eK+/60im1bGmhtjpNK5o6z9j7yfmhZNoZh8cIz29iy6RBf//Y7GT+p6qyO+Y3Ai/evpKulBxSBbQ+u7tvJCzBNV5m+aApfuvtf0LTzM6kqXBDm3V98OxPmjOXF+1ZwaGcjhaUxIoURRk+pYe7SmVz8lgsoriymfkcjj/7iaQCqxlaSS+bIZUwKiqNcdesSLrx2Loqi8P6vvoNd6/ZRv72RjoYO2hu6SHQm2LVuP4mOBK7rCVPnDNMAi8pigxazg2Xbqp388kt/ZPuq3TjW0dfJ/k0HWfPEeq794FLe9k9voqTyxK1mRhIDvlK/9KUvMWvWLNauXUtPTw+f+9znuPTSS3nhhRcYM8a3Tj5XCH0KRN6NTN0Jsi2fwpc+5XpgeBGFwaSTyXW45i6UwJTTG6wPACI4F6ktAPvVUy2J9/4M9OY40C8vFdC82jz9As9VUIBQbEBFKBEIXY9M/wVEBGSS46NUAk9Y9e43AQS9FMLAQkTkg74Vq4+Pz7DQmz711c//mabmOJbh9COmToAQhKM6bW0JfvrDp/ifO/wHwQOh9UAbjuVSWBY7pe144+5mHNtBuhJnEKJK1VWQEC2KcM37L+MDX3sXBcXnt2lWKBJkyc0Xc8nbL8LImgAEw4HjGuyOmVbLLbffwKp1K6ibWoOZsaiZWM2sS6cxcd64vuXDBWHmLp3J3KUzAS+q1VbfQU9rDxte2MqGF7bScagT23ZIdiXJpg2svNW8EAJF8+quevtV9Yeqq1z/D1cy5cKJw3FKAFj/3GZ+/E+/pGlPS78RNel6TY9f+MsrqJrKe/7t7edFxGrAomrFihU888wzlJeXU15eziOPPMI//dM/cdlll/H8888TjZ7fF/75jAhcgIx9EZLfA3snuCZeytipvmWyg9yTA7mHIPDF0xuoDwBCaMiSu6Dr4+CsPcFSMbyPZ4qBRR/BEzkxIH6KZQLettVKTwQ5CQ47DObRFyCiGjJtg7kmH61SgHC+VkrFu8ZCnvASUdAnQPBaRPAihFI4wDH7+Pj4DJxDBzv5+U+e4qLLojQ29mCZg3si79gOAkEwoLF3dyt7drUwacobM6qeyxq8+thr7Hh1N2bWpHZKDQvfdAG1k2uQUpLoTLJz3V4A7vn23zCzNuGCEFMunMClNy+ktLr/FDtV13Asx+sbNYjntoqqMPXCCdz6f27hwmvnvq4ezCmKQjgaOukypXmx+qFvvBddH5iAUBSF6nGVVI+rZNrFU3jvl24GvAcPv/jiH3j6Dy+i6Rpm1kS6LkiIxMI4tkMudbxhVjAS4G3//Cbe9+V3DIuZh2lYpONp/vD1+2g90HbKFMXG3S3sem0vB7YcYvL8CUM+nqFmwGcsm80eFYIVQnDnnXfyz//8zyxdupR77rlnWAboMzCENgkZfgek7gK6OTzpHWLc1NBv8w2Iokah4h5cYwckvwP2bsAFpQoCF3k/1muQfRjv/Rxg+p8S8Rp7kDjidR0vmtSbRpjDE0NhL21P9kDgMoQI9K0hhIDABUhtstdzytwEQgOlBK+6OAVKBYRvAm06QmiA9rr6EvTx8RlZ7NjWyPe+8RDt7XEuumzGqVc4ht5olutKgkGNdMpg66aGN6SoOrD1EL/4t7s5sPUQtmnjOA6O5XDPt/9GRW0psbIYqZ40mWSGm797DbblUD2hkmwiy9plG2k92MEtt9/Qb1pW1dgKLMPy3P4GiKorlI8q4fZff4rRk4a/ludUOI5Dw84mtq3axZaXttPR2I0e0KidWsOC6+YxY/GUEW2mIIRAUVVS3Wmvpq3XadFxySSyqJrC+LljSXQk0AM6ekBj9tIZ3PjJa5k0b+jFS6IrydqnN7L+mc007mlh+6vHp/z1h5SSvesP0Li7+fUlqqZNm8batWuZPn36Ua//9Kc/BeBtb/O97M8lQggvZcvtgORP8CIcQ43qW2QPMUpwGgR/3+/fXPdykN2QexzPBOJU9FqgB/p53eHo9MAcWC2g2yAKEYGL+h+fUoAs+DRYG5HmGnDaPDGmX4cIXohQzu9Cb9fpgfRvIPeU17QYFdRaCN8I4etRVL/xoY/PSCCZyHLX/z5Dc1M3inr6D2+EwOuN5EoQoOnKqVcaAoyswfrntrBr3V5cx2HO5TOZd+Ws49LAhhMpJe0NnWx8fgv3/+AROhq6KCwvIJvMkklk+wwl4m2JvsSFQMSLmOxcswcrZzFu1hgKiqMc2HqI9c9u4qr3Xda3/Y7GTras2MmKR9YOLu0voFJRW0phaYzVj6+n9jM15/QB3aGdjfzlu39n0/LtdLf24FgOQhVomsaejQfY8vIOFlw3l5s+85YRW+tj2zYv3PvKYZOQI5wWAVxHkk1kmX/NHD7yn++jfFTpsJ3zrpZu7vjsb9m+chemYZFL5wYkqHqJtyfzVvsjnwGLqptvvpk///nP3Hbbbcf97ac//Smu63LXXXcN6eB8BocQKkRuRdr1+QhHksE3Bz7ZDgoh/K6h257PSVGUMDL2eaTdCfZLp15B9D41O/Y9z/WzsARnBTgRCN2EVCpP2AFLiAAELkIELkLm0wBfDxEp12mCzn8Edw9HnTOnC1JbIHs/buQDiMgtR0XxfM5PHNtl29YG1qzcQyqVo6S0gEsvm8r4SZWvi+v59c7y57dzcH+7V4h/BqJKVVU0TSGdMohEgsyeN/w14a88uJq7v3Efh3Y1Y5sWErj3vx6mdnINH//e+7n4zcf3YGqpb2fZ754nk8hRN62G4opigpEA42ePobS6BCll33UrpSSXMUBKQtFQv9ez4zi8/LdXWfPEevZurqdpTytCkTTubuk/RS//mszPZbtae8ilDEqqiimuKKKovJCtr+zk0psWEgwH2b+lnsd+/jSNe1rpbOwkGAqQTZ+6H6NQBEWlMSrqyqmbWsveDQdoP9RB5ZiKgZ7eIWXrih38/It307CrCSNjYFtO/ppRUXUVM2eR6Ejy2rJNFJbHeMe/vHVE3j8e/cUyOho7EYrXaFgI0ReqlVLiSpeulm5iJQXDKqgs0+I7t/0v21fuAgm27QxKcPduo7AiNizjG2oGLKq+8pWv8JWvfOWEf//Zz37Gz372syEZlM/pI4QG0fci7QawVnA47etM+xaoEPkIijoyn8q8XhFqFbL4a9D9eXA2nWTJEIcjVEf2jjrV+56B3F/AWIZb8ClE5N0nFRBCqCf823lHz/8FdxcnnFE4uyF1JxIbIu/Lpzj6nI9k0gY//8kzrF+3H9OwQQiklDz39BaWXjWD2z56Oap69iIGPoNn+9ZGbHsQhhT9IIQgFNbJZixcKZk7fyxjxpYP3SD7YfUTr/Gzf/0tnU3dIEELeGnStuVQv72B73/kTt79xbcRjoZoq+9ADao8/+eXad7XhnvE03lFE5RUlhAuCFIzsYqqcZUUFEaIlRVgmTbt+R4/oyZWMWfpTKYtnHTURHn9s1tY/sAqCktjOJaNqiuegcEpzqfo/VhISbwjyf7N9cy4ZCqJrgQdjd386T8foKA0xvZVu5COpGZCJa0H2whGg0gBZtbEPaLZ75H7EwIqRpcyce546qaOIhAOcGDrITqbe86JqGo92M7ff/w4Xc3d6EENI20QCOoIRXjvhQBNFzi2g5E12bV67zkVgCdj1SPrkPnrzbWdPhHuiSsXbIljOYyeMrxRwT9/90F2rNqNqqm4jose0Lyv18EIKymZNH/csI1xKPFnCa9DhDYJWfgFiH8H7JcZEkGlX4ES++RQDM9nkCjaWGTZ75DJOyF7L14E8sj3VAdR7H37SYknpBW8b7DeG9fJBJYLsgOS30am70VG3gHhG1HU4Z1snEtccy9Y6zjlZ0O2QPK/kNJBFHz4bAzNZxi4+7fLWb1yD9GCIOXlMYQQOK5LV2eapx7bQLQgyLtuXXyuh+lzEhLx7ID6HZ0MVQXTsNE0lRmz6vjUZ68botEdjZSS9kMdHNh2iN9//V66mrqRUhIMB/omsKqmYmQNetri/P7r9xGJhTBzFumeTL/bdG1JZ1MXAA27mtFDGqFIEDNnEYqGmDx/AtVjK9i9bh97Nx7kslsuZsnNFyOEwMyZrFu2kWAoQHFVIa7l5Ju7nrrmqTdS5ead/Pas30/DribSiQyuIzmwtR7XkbiOQ7ggTGF5DNuwkFKiB/Q+B8BAKICiqWQSaZAgFIXaSdVcfMOFhMJBwLNTF0J4TWzPAVtX7KD9UCeKomAbdt4VV/S55jm2i6qDbdnYlk1nSzcdjV0jTlRJKelq7s7XVQkURetrOuylAOaPSVWYOG/8sI2jq6WbVY96ZlxaQCOXzqHpGkIZrIgTrPjbGt76iWuHfpBDjC+qXqco+iTc0p9C1z+BvZKB23Ifi+6ZJ/iC6pwilAJE0ReRhbcjjXVg7QJ3P5ivglPv2Z7LEAgHr4aqt45K4bAF+skERL7JsLsH0neC8Thu9NOI4NIRmdpwxlirgP4nL8djQOrbuJm/QfG3UAKzh3NkPkNMa3Octav2EQxpxApCGIaNY7vkDBPTsEilctx/z0oikSALL5lERaXvXDkSKS+PwQmTlE+MosDCSyZ7kZaeLEXFES67chpLrphOJHJ8VL5XEO3deJBsKke4IMTEeeOoGF02oHthLmPw7J+Ws23FLtoOdXBgyyEcx/Wa2roSoR5O2evFyBgIvMn6QLFyNlbOm/i7rmT/lnpUVWHS/PHE2xOseGgNY2fUUTG6lBUPrWHji1vRdZ09G/fTeqgDYwCpeUedl3xbwlzaIHfEukfWxqR60mQSWURejKi6SjASIJcysAybkK6iKCrSdSmuLOKiN83rE1QA3S09FFcWUjvp3BiHHNhyiEBY5/DbfPj9FkJ4Vk+O9x0rXQnScywcabiuS2FpAaqq4FgugZCOoipeHWE+YmVkDAqKo0y9aPhs0w9sOUSmJ4Oqq/nIlHc+NV0duImJAFVTWH7/SmYtmcbYGSO7rt8XVa9jFCWMLPs5Mvl9yPwVz7xisFErJz/fboLA3OP+KqUEtxnsPSBtzx1On4YQ4SE4Ap9jEUJFhBZCaCFS2khjLWR+AdZmkGmQutewV4wCmQXZzuHeUqfcuvcjNXBaIHUHqKWgzxnegzonnMYXobsDuj6CG74ZCj6Cop57hyqfU7N1cz3JRJZgSGP/vjYyGbMvhUzXVS8dLGvx7NObqT/Ywc3vXkh1TfE5HbPP8Vx86SSeW7YFcxCOcgALF0/i699514DSOx3bYfkDK1n79EbSPRkURcF1XQpKolz0pnksecfFqOqJU6CllCz7w4use3oj5bWllI0q8RzXpERKgW3aaEHdM8pw3MPF97L3Sf7ghE7vupZhkexM0rSvhdKaEsprS9m3uZ7Vj79GvCPJ1pU7adjRRDaTO/3nqwMcS290x3UlrmEjXe/YQKAIQSCkowc1Js0bS7jAmydIKUl2pUh2p7jivZcSLTqzFj1mzmT1E+tp3tdKIKgz98pZjJt54sm467pkUzmMrEkgpKPm66d63ydVU/OHJ3Ft73fXlZRUFzHqHAnAk6GqKlMXTmLvxgMYGe/hkaapqKrXo8oybYQiWPCmC056PZ8pZs4iGAl6lu65w2ZbgxGikVgIRVFxHYf1z21hzPTRI/pBry+qXucIEUAU/jtu+B8g9SMwngR6b9wDyWl1Pfts8wVk6DKEUtD3FylzyOwjYK7zlumdlKs1EH47Qh+85a3PwBFCQ4QWIYMLkU4jGC+DzHhCKHgl2Huh61+A9oFs7fC/wgVRAW4nMvskaLMQYuQ9jTsjgpd5WZSDJgHZuyH7d1xtCoRuhNBVKFrVUI/QZ4gwDJtMxqS7K+09qT0Cy3KwLIdQWKeiqojWljgvPrONd39g8Yj+4n4jMmPWaCZPq2bD2oMDXkdVBWXlhQOul1vx8GoeuuNJjIyJYzsEI0Eq6spwHZflD6wiUhjhouvnnXD9lv1tbFu5k4q6MmIlBbiOi6armPmWkK70UuGUgOalMh5xOVrGQPsR9o9pWCQ6U7Q3dFJeW0owpLPioTVEYmHibXGy6dyZVwIMAO+YA6gaIASu7WCZknBBiLLaUmYtmU7tpGoObKln/5Z6T3S6kkhhmEU3XMglb1tw2vtOdCV59OfLeOq3z9HTmsCVXjphKBpiwuwxvOsLb2PmpdMQAlY9+horHlzN/q2HSHQmAIFt2Zg5CzXfIBe8jHrXcRGKQEoQqoJ0JXpQZ/ENCygsHZkGCpfedDHrn91Cy/5WzKyFbTmQTwEUQNX4Kj76nVuHdQwFJVFipQWk4xkcy8EybaSrDCr9L5c2qB5fSe2UUezfXE8mmR3RVva+qHqDoOjVUPJd3OxVkPxvcFvxHlkN5C4bh9zzSP1SRNSzzpdSeoLKeMGr56EQhAR0cNqQmb9A9GMIbfidld7oCKEgtDrQ3nf0HwIX4hZ/C3q+iBelPNn7LTlch6XgGV9kvAik2wKvo6iMlNKL6qFxer3cXCAB9lpIrYXUL3Cjt0L0/QgcEMHTdgvM5SwO7msnk/GcycZOqCAUGvld5EcyekAllzP7akP6I5e1KC6OgJQc2N9OS3MPNaP6b2x6LslmTTZvrGfD2n0cqu9C13QWXjKeq6+fgz4MjTpHErHCMP/02ev5l4//BscdWLglGgvlzS3kKUXyng37+f1/3E9bfYc3kxYgEDTubqZ8dCkVtWW89swm5i6dQSDU/+f74LYGcimD6nGVABSWxyivLeNQqhEpJUq+T9Dh2hYPVVO8RrlnSC6TI5Pw0pq72+Ok4mnCsSAtB9rPiqACPOtuV6IGNAIhHQSUVBZz67+/g5mXTu1Lo+xq6WbP+gOketKEIkHGzxlD9bhKXNeleV8rZs4kVlpwwgbDR+1SSl649xXu/e+H2L/p4GFjjDzZZI51rT1sXL6V0uoSFFUhm8iSSea8lEvpRaE84SRRVQVFUfrqjxzbxXUlAoEe0IgWRbj2tstZcsuiYTqJZ860hZN42z9dzxO/epaOpi7vQYHjoCoKoyZV87Hvvp+yAZzbM2Hi3LGMnTGaZHca13XzotVEDCJS5ToSTdfRgwFy6eygnQPPNqd1F7777ru566672L9/PytXrmTs2LH86Ec/Yvz48bz97W8f6jH6DCFK+DpcbTykHgDjfgbWz0oCPZD8Am7yf6Dk+94k3lwDbhZkcz7VzMWbcMZALUSaq3xRdY4RwaXIgk9B6hd4TYRPuGT+R/P6UAkFpADpgBxIj6yhQbpxsDYj7b3exEYpBFGEUEtBrUOcoXmGlBKZWwapn3BaKYD90gjp70PmbqQ2A9QyZOByROhihFJ8wrUcx8XIWegBDU1T2LLxEC+/uIOO9mTfJLC8IsaSpdOYNbfuuElhKplj+9ZGtm9pJGeYVFYVMXFyFaUlUTRdpbyi8KQF31JKLMvBdaQ38cRLf1IUQTgS8AyiLJsN6w+yY1sTmVSOqlHFzJk7ltq6EnJZi9Wr9pJO5aipLWHxksnDmkpyunS2J08qqHrZsG4/l1w2lba2JIl4dsSJqnVr9vG7X7zA3l2tWEfUsbz0wnZ+9qNneN+HLuF9ty05hyMcfsZPrOS2f7icP/5u+SmXVRRBOKj3Wzd1LD3tce793oO0HWxH1VXCBaG+CEoua9DV3OMJBV2l9WA7dVNr+92ObdlePVH+s6ooCtMunkxnczepnjSO7dVUKbbjRQ7yhKIh0omB1nj2gwShChzLRdVVbMsmE88QioRo3N2CY9lDYgJ8hCv3Sem9j1gGFFcWMXn+eK5876VHLVNaXcLCNx/9Gdu5di+vPraOpr0tmFmLno443S1xkt0pBIJRE6u4+gOXc8X7LsU1bfSQTsOuZl55cDXL7l5OZ1MX0jnBACXYhkPbwQ7vWBTvgaQe0nEsB9dxEIAeCvRFpoKhAGbOQlE0NF2jckw5F1wzh8vfuZjpF08e0dFsRVG47kNXMG5mHWuf2sC+TfUoqmDWkuksvnEBVWP7N9fIZQz2bTpIOp4hHA329SU7HcIFYa5+/2WkulMc3NaIHtSJdyTIpvpr83ICBHQ2ddLTEqd6QsWIjlLBaYiqO++8k6997Wt87nOf41vf+haO490YiouL+dGPfuSLqvMARZ8MJV/BNT8A3beCbD1miZPdfZuh+zakfoNXYyJtIAjS8BrVYgIOuBo4bbiBK1C0yuE8HJ+TIISA6EeQgUsg9Sswn+f42rre6JQGIgRKkZdGKDRQK7w6ubOAtPcgM/eB0whuCuzdngEHAkkp6JORoasR4bchlNO8sTr7IfVLbx8EAYuheYQrPadAOwNOCa65ka7m5by29WqSqTCRaIi6saWMHVdOIKizaX09m9YfJJnMousahcVhDu5tJxjUGFVbglAEba1xtm1pYNvmBhYtmUxhYZBE3EAoglGjS9izs5mGQ92EgjpSwJqVe4n3ZFA1hUBAw7Ul4ahO3bhS5iwI8MffLqe7M4NpOiTjWdJpg3TawLRsXEeSy5r5xqheeoZt2aSSBna+7uPYCVXvfKK3ZkTTFIpLo4yuK2fO3NFMnFZDTU0x4yac28//7p3H3t/6Z9+edvSATnVNEYGA99UopaTxUBebNx5i144mpCupG1vGoiVTqB196sbXtu1gmQ6BoHZGlu3PPLWJn//vs/R0p/v9ezZj8ps7X2Dza/V85otvHnGCcCi55s1zeOShNadcznUlmaw5oD5kO17dQ+PuZiQQjAb7Lm6hCEKRIEbWJN2ToactflIHwqLyQrzIhtNXh1NZV86lNy3ktWc20dnYhetKLMNGC2hIx0UPejU8AxUsJ6L3GIvKY9TvaKRsVCm5VI62Qwa9bm/yTHbg7eTUgxSgBzVCBSFKq4qpnVQzoLqjbSt38tgvniHZlcK2HPZtPEBXqydme7fb0xZn28pd3PWF3xMpCHntEZBkk4NPbZQuSFyk40UNVU3DdRyk7RIIe9kBsdIYoUiAmZdM59b/8w5Kq4v73tfzAUVRmLZwMtMWTsaxHYQiTths2nVd1j61kVceWk2y0/veBUlRRRGLbriQi94077QaVc9YPJVQNMSrT6xj9WPryaazfdHUgZJNG3Q0d3DdP1wx4s//oEXVT37yE375y19y00038d3vfrfv9QULFvCFL3xhSAfnM7wogTrcyDsg/VsON4gdyOMsF6yn8SbiFUAjh9PLejE9J7nuD+PG/g8iuPj1V5dzniCEQASmQen3cV0DMndD5l4vrQ8T7z3XQRSAKMv/nvN+D1yEUIa/N5l043lB1QJOGuz1eLV/vddiE1jtYG1CGuuQsU8htPGDflIocy+BewjvGF0O15INUW6MzGHLEOlUD9J4nnhbnL8+OJF0ykBKSaQgQEFBiFBIp3pUEa4tqa/vpL01gSsllVVFVHemSCZz5HImiXiWeE+WHdua+nahqsIrXVQVxowtAyFob02Qy3oGDJZ1uJePENDY0MmcBTN5+tFNaLpKKmVi9aa8SIntuH0TJSG8AvP+5k3Hvtb7e+9EzbJc2luTdLQlWb92P0JAKKRTM7qEt779Qt72juMbnJ4NgsGBf83t3tFMYWGY2tGlSCl55cWdPPXYBuoPdmJZDo7jsvz57fz5D69QUVnIlGk1TJxczUWLJ1JWfvhpbntrnKef3MwLy7bS1hLHcV1KSiJcdsUMLr9qOuFoAIFnaRzQVdJpA11XqR5VjHbMpGHn9iZ+/4sXiff0L6iOZM2r+/j2f/ydT/7LtcycPbJdsk4XT5QMLAXIthxmzBp9iu25PPfURuqVIEZZCTkJiusSwiWkSLT8PcYyLcysRUl18Qm3NemCcZTXldK8r43aydV996fKunIW3biA3ev2UTaqmJrxVUxbPIUdq/fw3B+XY+ZsFFUZcFrjcQiQjiQYDSAUwcQ54xg/awxP/PrZfOraQFP9T4wWUD2b8VOgqAqx0gIihRFqJ48i3p4gGA7QuKeZUROr+71nmzmTl/66ilR3mnhHgobdzSQ6jil6PbL+LGsRz1ooqjgu1W+wOLZ95BMiHMchrIZAERQUR5k0bxyKJigbVXJaomKkcCIxkklnuOc//8YrD66hs6kLVVOpmVjF+JljKKstpau5m2V3v4iqqSy47nizsoEwblYdz93zEm2HOrBy9uAeHuRr2sbNGsvcK2ae1v7PJoMWVfv37+eCCy447vVgMEg6feqbvs/IQkQ/jDRW5SexMPAbbw5PVNWffB1nH6R+gJQfg9CbRnS4/I2AogSh4GO4kX8Aaz1k/gTmasDwXAPJgJsBEYPApYjQVWdnYNZmL3okFbA3cfj6gsPXlwV0g/kQdL6EDN2KLPwEihIa+H7sbfl0RhXI4omq3i+bvK38GSBxSMQTJJNBIuEextVuxTJLMU0vBSnenSXenSUc0WlpipMzLJwjCtabGrppbuw+6ZeOk59EOLbDnl1tfa8LQb6pbe8LnvDp/T2eyKIqKoGg5wLV26+HfENVVRU4Tv+CalDnQB7+1zAsDh3o5Jc/XcbeXS18+BNX0NrcQ2trAl1TKK8sZPzESnR9+J4+XnbFNJ5+/GSNs48cu6S9PYGqKWzf2siTj22guaEbXVeJRgN0daaxLMezYk8aNDf1sGbVPl56fjtXXe994TfUd/CT7z+db1Z7eJLc0pzg/j+v4v4/r6KgIEg4EiAUDiCQBII6BbEQ0WiQ8spCDh3spKG+i0BAxTBsEonMgN+XPbta+M7XH+Tt71zArDljmDipisAghOVI5+C+dkxrYKJKURTGjDtxynAuZ/Jf33yYl9c1ITUdykvBtnEdh0w6i2VaFCgSXO/hQ9mokpMaE3jpTpfz2C+WsX/zQaIlBWi6yoHN9bQd6iAYDqIokEubJLvSLHjTXJLtSXas2U13qyDRmRyc9hF4n2EhCIYD3PSZN7H03ZcyZnot6USWR+56CjNr5muGzoxASMfKWtjmic+9UATRogjRogiKorBzzW6CkSCbX9rOvo0HGTe7jms+sJSyGi+Smk1leeTOp1nz5HrqdzYRCGhkUznvPAwARVXyFuenj+tKFPXoeYmUEiFB1T2XP1VVX3dzFyklrz7+Gj/65M/pbjkiAitg38aDdDR0MfOSqYybWUfrwXbWPLme2ZdNI3iEBf5AeeaPL/HCfSsIhYOoqkI6nhlU1FTVVT7wH+8kEBz59cWDvtOOHz+eDRs2MHbs2KNef/LJJ5k+ffqQDexMuOOOO/jv//5vWlpamDt3Lj/5yU9YuHDhuR7WiEQoJciiO7w0QPcgg7v1DuSpmgv2FsgsA30m+DVWIwJFUSB4ITIwH2lthuzDYO/03n6tBgJXIkKXDHuUSrrduLmtkL4bnEPgpjncP+pkVvBdkPspmI/jFv4nInjhAL/0VA4bdrgcFlRDg+sILMvGcXQyaUE0kvOaWea/tHsFUTZz4qL00xU1Uh69siLAlYcfwiIgZ1hev5z8S6blPTUUYmgE1bG4LgjhYFnwxCPreW7ZZhThpScGQhrBoEZBLOw59KUNhIAx4yuYM28s5eUFTJ5Ww+i60jOa0Fy0aBKl5QV0dZy6flRRFbo7U7S3Jtj42kG6OlNIIBYL0doSJ5ezPOcvXctPthSiBQHa2xK8+Ow2Fl8Z4xc/fYatWxpPmiaWShmkUoftsxXFiz7KE0QJB4Nju3R3pnjmiU3s2NLEhMlV3HjzfAqLRnYtwkDRAwpigP2qHMdh+fPbGVVbwrgJR4t3KSV3/XgZryzfmf88CFAVQPX+FQpWZzfJjIFm2sRKolzy9ouO24eUkp1r9rD+uc10NHpNflsPtNFa304ubZJNZbFNBz1vmd7R1NmXcvbKQ6sZP2cM0xdPwTEt9m6s59DOJqz+TCsUUMQRkRkBgZCGHgxQXlvKrf/nFq567+Gauu0rdwGC8tpSmva2nFQMHYkW9BrFKqpAVdW+e4WqqgRCAfSQ15tKC6g4loumK+hBHUVTKCiKEo6FySSzpOMpykeXMWPxFBzboXlvK8/+8SXWP7uZ6z50Bd0tPdz3P4+Q6krhui6O5Q46PXGgx3QyequJ86F7hKLgSklQ16kYXUaqJ828K2YO6B4kpaT1YDsbX9hK874WSqpLWHzjAirrzqwW+FRseWUHj//qGToOdaKHA8y6ZAqXvXsxNeOq+upce23jhRCEC0JsWr6NH3/qF3Q1d6NqWt6YJf+t67gkOpPsWruX0qpiykZ511DDrmYmzh03qLG5rsvyB1bi2l5vsobdTade6RjKa0ooqzo/UpoHLapuv/12Pv3pT5PL5ZBSsnr1av785z/zne98h1/96lfDMcZBce+993L77bdz1113cfHFF/OjH/2I66+/np07d1JZ6df29Ieil+NG/xVS3wLZycCs1geDBOsxZKIQUfr1Id62z5ngpQbOgcAcpDRA5kCET9u9bqBI6U0aZM+/g9wEJDhepA/gC9bdB/F/h+KvQ/CSUy+vXwC5p/HSHo/dfn/7C+SXHQgKrqtg2wqGYRMMgmlqOI7S5yR29iy4DiMPz8FAegYZQgjP6cpy+yYLwzWy3gfJUkIu60UCMxnT2797/F6bG3t49eXdFBWFKSkrYNGlk7nxHRdSWXV6Al/VFL7+3XfyuU/8jpNlVymqIBBQvZ45ySyHDnZgGjahkE4ua2Eadt+kT9UUXMvBth0UoaCoks6OJBBj29amkwqq/jjW6v1M0XQVy3KprC5k944mnnxU4eZ3XYymK+f9E/cp00cRKxxYdNo0bX778+eJREKMGVfKpZdPY+6F4ygsDNPc1MOLz2/HdWS+VCg/q1RV72lEUIFYgTfBjoaYcfFE5l05i70bD7Bz7V56WnvIpXOsfmIDTXtayGWMo+p/9JCOIgSW6aX2Wabl9W+yPfGgBwM4lkPDziYcy2XO0hnc/Nkb2bdxP9tX72bX6r1YlhdNNnIWuVQOPahRWFZI5ZgyYmUFhCMhaiZUseQdFx/lkmfmTDY8t5nS6mImzh3L3g0HWP/c5lOmyim60vcQxsn3YwqEvWnixW+9AOkKIrEIHY2dvOdLb0cP6CQ6khRXFTF2+mg6Gjt57dnNPHP3cirqyigqL2THq7to2tuKkTUwDZsDWw+x/tktfZ8RNaB6hhDCGlB64ZCTvxfalpN/AOZlSBRXFeG6LkXlMWYumXbKzXQ0dfHXHz7Kc/e8RKIz1VfD9Ouv/ImL3nwBn73z4xSWDK39uuM4/OSff8ULf1mBmTO93mCOy5on13PPt/9O5dhyQtEQBcWeeVEkFiZSGKFmQiUbX9hKT3sCVdO8+4XhmXP0JsZL1yXRlaS9sZOJ5TGvv9Vp2P5nEhma97YQLvR6kpmDfI+FIlh04+nb7J9tBi2qPvaxjxEOh/nqV79KJpPh1ltvZdSoUfz4xz/mve9973CMcVD84Ac/4OMf/zgf+chHALjrrrt47LHH+M1vfsOXv/zl45Y3DAPDOPzEMJFIAGBZFpZ15hanZ0rvGIZ7LK4yE9xqcLIMfBI5SOxHQZ2CEnnX8Gz/DDlb53rkogC9T7OH/hxImQN7L9JJYGe3ATXYuS2gZoEzCeu3Q+IhROH0o/qo9YerLAHuA3tf/hWFw2mGFt4tsVf8qEBp/v+7OHVkVsO0A2RyBVi2RVGhyvaWMlx0AkHFc+g6iyn5iuJFivSAt1M9oCAlaLpXy6PYIMRhq2nP5nn4x3V0rfuJJ/iZrIHZYvHUo+tpauri4/90FWXlpzcpmTS5in/90pv5yQ+e6vcYFUUQDgewbYfSsiixohBCSBQlb8meNVFVgZQCTVPzohQ0xRNUjmGTy0cfvXXOXe2FooCuK0hcWlu66elJ8eiD69j42n6qRxUzfeZopkyvpryiaNjSLqWU5LKWZ/wQ1Ghq7GLD2gO0tiTI5gyCAY2i4ijVNcVMnlZDzajiAYs9VRVcdsVUIDOg89zWGgfiHNjfyvp1+5k0qZLq0SXs3tmKkTOP3saRuasAoUIoiRBTHZa862I2LN/C5he3YeUF9eYXt2FkDC8NL6Qd9WRCqJ5NtxZUvWanXkiYUDjo1S46LnowgKqquLjU72igo6mTq95/GZfcvJB4WxyhKpTVeMY1HY2dOLZLWW0pgcDx98sjv7faGjuIdyYoqS4mGAky4YKxNOxrJhP3sgBc18UybAJBDds63IQ4GNEJRUNkklmk6xIpCKPo3vkprysHF+LtCQrKopTWFHvGHFNr+vZfVFlIIKQRKQmTyxps+OtKEh0JXNftc+DU8qmoaj5LQFEFUrhoQXVQ/YtOm97buyBvzOM93BGaknf/0yiuKKR8dCnlo0u56n1LKB9detJ5QaIzyZ++/QAv/XUV2XQOLaQS1ANIV+JYDqufWMc33tnD1//2b4QiJ06fG+wc5L7vP8zyv65E1QWRYBjb9gSLadg4rkvz/sPp4V5kU6dmfCUHdzTQtLsZVRfoAd2LZuVvBX3Nql0JCqQSKbLpLJGiEAUlkUHPjxzXRQupSEeSSqRwHBs9rA3IkRUgWhhi6XsWD/m8bLDneqDLCTmIeKtt29xzzz1cf/31VFVVkclkSKVSIyYCZJomkUiEBx54gJtuuqnv9Q996EP09PTw0EMPHbfO17/+db7xjW8c9/o999xDJPL6SJfw8fHx8fHx8fHx8Rk8vUGkeDxOYWHhCZcblKgCiEQibN++/biaqpFAU1MTtbW1rFixgsWLF/e9/m//9m+8+OKLvPrqq8et01+kqq6ujo6OjpOeuLOFZVksW7aMa6+9Fl0f3iI9N/07SD8A0gKOrG05FgUvsmAxsLqqIwlDwWdQouc+qnksZ/Ncv5Fws89B4v/iGUN42E6QZzb8X66Z90001TjxygNCgFKNKPwyInjZwMZkt0HqDjCe4bAphoaX+tpbc6VwuPZqIISQopx0Ok0mbfHaxhr+cO98DNOzS0YKXOkO+AndmaIonpNfMKTy4U9N47c/24F0IRLRMU0H23G9XjKWg3RlX2Rr2KNVp5kFKQTMnT+OT37mGmpqTy+/3nFc/vz7l3n0wfUYpo2mCjRVxXZdBDBxchVf/eYtRAuC7NzRzN2/fIHWtgSRcJCuziRm/ly5UqIqgoJYiHA4QHt7krKyCDe8azR3/3wXmZPUzJ0NFEUQDunYjouUnrX7iVIMhfCcwRRFeE6JUmKantMhAgKa5kVzJGRzFuYJ6lg0XRDQdC+NMqih6yq245BOea6UQd2rz9EDKrbp4Eoor4gxfkIFtuNyw83zmTaj//5Px9J7r16+rIvdO9pwXRdXDoEbA/RFlHopCmssnlnJxqc2EC4Mc9H18zCzJs/+6SVS8XRf1Em6vWYx+c301v3ng1SK6kVEAqEAqqp47WgExIo92+7RU2oprirko999f7+RqMFgmRb3fOuvdLfEqRpXiUSy4bkt1G9vIFIUwbVdsqlsPnKtkk3lcF1JrDhCKBrCshwy8TQSL1Lwnh+9lX3LWki0JRkzdRQ3fOp6iiv6nx89/5dX+M2//4lUIoNrD+wNUVTQAjqO4+CYw3eDFAKKKgq5+K0XctX7LmXawslnvE3HcfjtV//Ms396CSNrEAwGjwrASylxHBfXcZgyfyLffOTLaCdo1D2YOcjudfv42k3fy5t1uH3tjcysdfw9PB+V670mVU0gVAXbdLwWHHkDCMu0PadI6aUka7rKpAvGM+XCCdzwyeuoGtN/b6tjObi9gd/8+z007m7GthwS3cnTel8DIY0fvfItaiee2pJ/sAx2vpdIJCgvLz+lqBp0+t/ChQtZv379iBRVp0MwGPQ+BMeg6/qImlifjfG40avAfhqcZiDs9Z46TljlC3mxgBjeRHkQjdwwwH4YRb9tSMY8HIy09/58Rkobmfl/oPXkXzl6Rq2pBrp2pqJKAcVF6FHEQN83vRbC38a1/wWy94O5EtxucBNejy7SHE4LHOiXgQUijCycylPPFXHfA4Vkc73re8esKMpRjnDDjaKAbfXO8gShkI5tS2wbFKFgm64npFxwbOmNUp69VMDBsmblPjas+zUXXjSB2z56GVOmjRrU+roOt330Cmpqy3jykQ00NnThOC7FRVEWXzaV939kCQUFXr3OzFl1vPntF3L/n1bR0ZHEyDkYhuVNNlSFYEGIgoIIPd1pHEv21Y5VVhUPuDfWcKFpCpblYlkOQoBheP/2vr+9KEpvqo9niZ9OmqiqgqqKPmv+LPaA2hNZJmRxCARUQuEgwWCA9vpOJN51l0gYRKJBNFegahpmxqSzI0XNqBIUVWHT+kPMnD3WM+0YIF/7z3fxt3vX8OqK3TQ39ZBJn2nqel6YHSGqyqpCKKaDtCXZeJZUVxqkIJfMYWc9YeSJKpmfvObTafMiViiizwBBSolAwVUV7HytlVbmpULZhk0kGiESCZ9x3Zuu68y7Yg5P/OoZEu1JCstijJ1eR+OuFroau7FN+/j6KgFpcmQTBo7joiqCcGGYuqmeJX1Q17niXZcw78pZ+X5c/ZOJZ0m0p7D+P3vvHV/HWeX/v58pt6s3y5KL5N5rnOI4iRPH6b1BEggJBAKEsrCU/bKEDSwLBJaywFJ+SwsklAQSkpCE9N4T996LrF6udPvMPM/vj7mSLVuWVW3ZnvfrpZeke2eeOTP33rnPec45n5Ppe+2MW2um8Pl9pDOZrga+Qgd1uBLv7LUWCBSqx/rMA7ctriikvLqM9//b1Zxywdw+23YkpC2JtyZIxzLYloPWg4KsbTkoKYk2dmCnHYKhYK9j9mUOYmccMkkL02+SSVmQdd56FDk5CAu6voptTSAt6aaoInAsBzvbsiBSFmLZ+5aw6NIFFI/uvS9fZ+phrC3B1664h4bdTV1plgNd7JiycALjpw5va4i+zvf6Oifst1P1iU98gs9//vPs3buXBQsWEA5377Q8e/bs/g45ZBQXF6PrOvX13b/Q6uvrGTVq6D3dEw3NnICMfBg6fgyqHcjLfhg6I1IGXTU3QoHIA6Vnt+mrYyXA3oXMrEfzTR/yc/AYWajUy0BT9r/hEmrQwJgK5pT+72mMgpxPAZ9yJ5fJF6H9S7hOVW/qgz3YgAkihD/vOi66bjGrNjzE+rU12dU/dytXJML9eyidFp/PjQL4fAb5BSF0XSceT+HYklDY/TK47KoFlJTmkk47GIZGR0cKgSvJbJgaiYTbv8rvN5FK0t6aZO2avbQ0tZPJ2FjZCIUQAtt2UKrvzUSFBro2NAqDVsbhjVe38O5b25k6fTQXXT6H8y+a2+f9DUPnwkvncu7yma66n1QUleR0NfztslkIzj53OuOqSnj2yTWsWbWHhro24nG3SbIQgvZoEqkUhqmRl+/eG+efMp762ijt7f1ZbBpCBARDPjIZGwVd9TIHrlQfjGXtf0JKiRCaG+nMOlz9fc1iXc1YO/ueqa4V+04MU8e2HJqaYkyeMoq6fW3EOpL9UikMhf3c+rGlXH/T6fz0B0/x8gsbSCUHESXscqg6Z4MQDvgQQkM3dTIpi1Q8TU5+BMNnQDzdFdhyd3U/E11OkeiMGGdlugWuPLt0kFISLoiglCKcH0ZogllnTRsyIZF5586krb6Nd55eRdO+Vnx+k6LRhbQ1RHt2QLLnEYwECOUGOeXCeSy7eQkVU8p55rlnuOUbNxCOhA/d7yAa9za7UcN+opQrAOMP+kjF0+i6htA00N1oEEphmAahvBD5JXmUV5VSOXU061/bxO6NNaRiKVcNMPvyCU1g+g3CuSFMv0Hp2BLyinL6LSJzJEy/SW5RTrZNxaHn7d4j3ccDIT/mEMmCV88ZSygSIN6edBULperXB7VzoUQp5TpiBy0GBCMBxk6v5J+/e4E/3vMwbQ1R7IyNbuhUTh7NNZ+9hPM/eA73f/OvPPm7F2je24ztOEjroOs7wPu90AX/dv+nB7bzMaTfTlWnGMWnP73/ZA+8kTiD7BkwGHw+HwsWLODZZ5/tqqmSUvLss89y5513HjO7jie0wIVIrRTi94GsAVUGynZX8bFBBEErdP9W7SBKgTHgbAX60lsie8fLvAieU3Xik36B/XfV4XKqiiF0DULLH9QoQgiUMdp9jysbN0rb1/tZNl1QpSCzmvzC8/nGPe/juafX8uqLG6nZ05oVQYgwrqqYbVvq2bXTVZcblPKbcB2qSDjA6DGFnH3uNM67YBY5uUHisRSxjjSmT+PlV57jgx85a0AR2NaWOI0N7ezc3kjNnmaaGttpbopRty+KZbv2J+IppIRQyE/VhBKaG2O0tMTIZCwMXccwdTJpm0Ri6ERwLMthzao9rFm1h5/98Bk+8dnzOe/C2X2elPp8BqPK83vdRghBVXUpH/nEeTiOpCOaZNu2et57awe7djaiFOTlBWlq7KCo2BVJ8flNLr5yPq++uJE9u1oGe5p9RmR7FjmOu+rs2G4+msg6CaJTY/8AujnF2Y9n50RroOl0ti0xHEkmY2fnBtJ9j2cjOgfaqyDbmHZwhCMBpk4fzZuvbRmcU9UpkZkl4NOwHEkoJ0AgFCDRnkTTNPwhH+XVZWx5d3tXw+zOFCvU/ompbripv6ahuymKjiSddD8Dmq6RbE+gaYJCPZ8Jc8czc3H/F4YOh27onHvTEqYsmsimt7cRbYyyd6srZy20rMqdJtA1DakkdsYmncywYPlsTrt4AdVzq6iePZZs/Bqfv2+KsE17m/soeL8fJRXKUSRjKTRD5/TLF1I5qZyVL6wjk8gQynMjZtWzxzJpfhVjplSQX5rHTz79K3at2+Omkx4QeTNMHTNoklMQoWxcCY4tiTa34wv4yCk4smPYHzRNY845M3ntkXdIbqvDsZ1ujXalI5GOQjc1Tr1sYa9CFf0hkhdh/vI5vPDn1zB1DaWk64T2ka4FFgVmyIeVyqCk2+R57PRKdE1j/WubsA5S67MzDttW7uQHH/sF9/3X36jdXo9ylJuG2NcsjCNNBQTMOGMKpRV9SzccSQyo+e9I5nOf+xy33HILCxcuZNGiRfzwhz8kHo93qQF6HBnNNx9lzgR7C8goiABKmwBEwdoEqg1ECPSxoGyEcFWeaP8j2P/oZWSBK1FtuGlWHic+YihW5TQOn4KXD3lfR/jPGoLjgNsEWQdtLK7++Hb6FoXtXJnWQUUBG5/f5MJL57L84jkkk25aVSDgXo/tW+v5yx9e5713dtDRkeyaEPSUdic0yMkNYJo6yYSF0DTGji/k2htOpXJsMY0NHYQjPspG5VNcktPlVIQjAcKRwKBVkwoKwxQUhpk8tRzHkbRHk4AiFPKzZ1czTU0d7iRcKlqbY8RiKfLyQ0yYNIpdOxp57OF32ZdtaOzzGVjZ3lhDSUdHiu9841EeeuAtbr3jXBacUj3k0uG6rpFfGGZBYTULTqnuirzousabr23hhWfWAYJkIo0mdGbMGkP56AJM06CwOIx0JA317ezd00K0NdGVSqgGmSLTid9vkl8YoqM9SX5+CCvrsAtBtwbTB9K5IAqHHj8bVOk37op5tlZLF1i2+7ebprUfJ1vTl5cXoq0twdjxxURyek+L6o3qiWXk5Aay78+Bkl2+F2Dqrs1+U0c3dEK5QaLN7Wi666hOWTiRuh0NtDfH3GsoDvr8CvezG4wEieSFERq01kdJxV3pdelIUok0mZSFP+hjxuIphPOGfsI/ZkoFY6ZUEG9P8MdvP4TINgruVNpTCmS23kVJxeuPvss7T61264+Kcpi+eDIzrqumtb6N0sojT3KDOcHeU/EOQDe0rkUlw6czekIZ5964hOv+9XJ0XaetMUpbQzuGqVM2vgTTZ2JlLGq3N/DK39/iqd++QDqVQdM01znPfo4cW0LSImmkSCcybvQrliaUF6Rq9tCXrsxaMo0zr1rEo//7T5LxNJrhYBoGjnSQtrvIMXZqJefdeOaRB+sHH/vvW9i5do/rWNrOgO8hPr9J2bgSMok0voAPJ+Owa8teHLvnRUUtm75as7kWBAQifqRUh93+EHq75wkYN72Se565a2Anc4zpt1M10mupbrjhBhobG7nrrruoq6tj7ty5PPnkk5SVlR1r044rhPC5zXo7/wcgr1vzXpnZBak/oayNQByUCYwGajn002KwX+CiHVIvI5UDgfMQvgUI0e+3osfxgG8ZJH/P4GaMpaDngigB2YTr+IRA+CHyEbTAOUNjK4AxBrQIyBjopSDLQe1zj9krAve9HXLTYg+4tWqaIBzuvjpZPbGML951BRvX7WXFu7vYua2B9vYEQtPQBBQW51BZWci46hLKRxfQ2hIjmbQIh33ZyWOw21hHC13XKCjcP/GbOGUUE6ccPrV68tRyTjl9Am+/sZ0tm/bR2hxH0wQ1e1vYu7uFVDLT1RB5KNi8sZ6vfO5PFJfmcMkV85g9dzxVE0sPuf5DgRCuvDrAqWdMIhQy2bF7Ne3RFLatyM0NsvySuSw6fQLB4P5V/kzGpq62jbUrd/PS8xtoqG8nGPTR3NSB4zhkMpJM2sqm5yjsPhT7G6ZGJBKgsCiHquoy11nJD7F1U12vMtVC0HPvrj7UUPWGEIJgyIdtSdJpuytFDuhywB1bkpMXJBjyoRTMnT++X/VUBzNhUhmTppTTWN9+WDGNvqMQQsNn6lSWhGmubSWUG+S0SxYQbWqnrb4dX9BH9Zzx7Fizm0R7Asd2kI5EMzX8IT8VE0YxaX41s5fOIJwb5OEfP04qkXGbR/vNrihWOpGhpa6Ne//jAUaNL6ViYvkgbe+ZppoWUokMQqPbe8LOWDi20/V6S1tiCwsloXFvC+89lxwz9AAAzp5JREFUs4YZ11Xzl3se4bI7ljNueu81LpWTy7ulefaGL+hn3rkzOf+Ws5i1ZBp5RXndns8vySO/xH1MSsnK59fy+qPvsG3VTja8volMyo2iOMrpalmhyIpD2G5UMBFLkuhIoWkaiy6cRzDctx5n/SGUE+T9X76K/NJ8/vr9R2ltiGadPYE/FGDyKdV87HsfpLxqaO/VeYU53PPMV7n/mw/xykNv0lLb5r4Ppex71AiId7jv30h+mKbaFlKxtLtQcJh7QLeIsybQhIaV6XtttKYJ0FyBF83Q0HWdnIIwJWOKuf4Ll3PWNacfeZARSr9nsvfee2+vz3/wgx8csDFDxZ133uml+w0jUsYg+u+Qfg53stnbt68O+LO/E7gpggLkTkjuhOTfUP7FELkdYc4cbtM9jjb+RaCNc1/vfitF+oFCV23BGA/6RNzZXtxNTTWqEL5ThtRcTctHmmdC+mGQKdAjYIc5stJltt5Qz0X4F/YpSqJpgumzxjB9ljtJsSyHTMYm4DfRje5pHOOrj780iE7y88Ocf+Eszr9wVtdjji154dl1vPLSJla8vYN4bLBiJfuRUtFQ185vfvEiQrxIKOxn/sIqPvKJcxld2Xux9UARQjBtZiU7dq/mplvPRAiN/IJwN2eqE5/PYOy4YsaOK+b0JVN4983trF+7l507GqivaycUEmQyJum0jW05OE4Pal7djk22/kQwdlwR177/NJ58bBXWLpu8/BCtrfFstOrQQaRUbv8t6IqWGqaWjSo5qAFE0DRNoOmCYNBPJu2qTFoZG93QMHSN9mgSpRSBoI+8vCC6Ljh18WRmzB5cQXow5OPc5TPZtqWe2n1t2NYAHatO8QNbURB0aNpeR05hhHNvPJPTLltAzeY6Nr+zlbaGdsL5IT78XzeiGzqb39mGUoqpiyZRNq64W9Tprz94lGhzB+l4mkAk0KW2BmD4DJKxFPu21vL8n17h5n8fnj6O4bwQuqFhHRB474yYHVD249pkGuiGjp22u6IP+7bX8cSvnuOWu68nGDl8RDERjffJHjNgcOdPbmPpDYsx+6B2+PYTK3ji189Rs6WOxj1NXQ4V0HVr7kppE26PMMeyQSoi+SHK5oxjyTWn9cm2gRDOC3Ptv1zKRR8+l5XPr2XTW9sI5weZeeZUJi+Y0KdzHAiRvAgfvecDfPSeD2DbNs01rax+aT3P3f8yq19aT6YP6bDKdlMvO1UJO0VX+oTszLLou826z0BJCWiMnTKahRfM49ZvvA9foG8ppiOZfjtVn/nMZ7r9b1kWiUQCn89HKBQaEU6Vx/AhZQxaPg72O/St3sThUAVBH4j87E28A9KvoJQFOXcgzGMndOIx9Giahsz9HrR9GIgeZiud/bciDTdFtBICE8BYCMTA2QHONncTEQBzNiJ4xaDrqHokchs4m8FeD8oHWhBkkgMl4fcj2O9QFYDvFDAXDOiwpqkPWzPWkYZuaJx3wSzmzB/H9q0NvPj8et59Yxsd7ams/PfQHEcpiMfSvPzCRt57Zwf/+b0bmDl77JF3HAQlpbl9rl0rKAyz7KJZLD57Ci0tMV54eh3P/HMNINy0LLk/nawr0oP7rutyvBXk5oUYM66IUxdPYlxVCdfdeBor393JqhW72L6tnuYGNy3TytjuZPOA6JcrSJEdSIChazidxx1AtMrnN9A0jeamDoIhP5Mr3ea16bRNrCOFUor8gjDjqoqZPLWcaTMqGTOuaEjSNU89YxI7tzfw+N9X0tjQ3ueISSduM1iN0ZX5LJo7lplTSghF3JSxglI3YjJ+xhjGzzjUAZwwZ3yPY9qWzZ7NtcRa4lkxme7vDdFV9wZrX9lIoiNJaBBpkIejeHQh46ZVsvGtrTiO4zYdlnJ/o9dOezSySnCgGVpXzZsQgoZdTWx5bwezzzp8PXTTvtY+2RMI+qmeOa5PzkZ7cwevPfI2jXuaaappJtFxhBTP7On4gj6q51ahpOTc959JJH9o0yt7IpwbYvEVi1h8xaJhP9bBGIZB2bgSzv/A2YybXsF/3fgjarbU9W1nBVIptGxdlqaJQxUieyL73tXNvtdUdYpkhPNCTDttMufdtOSEcKhgAE5Va+uhH5gtW7bw8Y9/nC984QtDYpTHCCbxZ7BXMzitzExW5CIPiLg1WtZqVOz/Q0U+hzDGD3k9hMexQwvMRhb/Cdr/GzJv4EY3s+lYvpshNAo0P4hChFEJxiTc95aGEO4NXjnN4OwEHNBKQR/b9dyQ26sXIfO/477XU8+771W9AkQRYIKzD1QzkAEMEIVgVoH/HETwIoSWMyx2nYgUl+RSXJLLotMndj0Wj6d59cWN/PkPr1Ozp3nI0gPjsTRf/cKfue+hTxMaomLxoSIY8lERKuS6G0+nPZrg3Xd2oGmCmJSYUs+qLbL/lquB5hYqoWs648YXkZMbonJMEQCFRRHOXT6TM8+eSiZj4ziSluYOdmxtoGZvC80tcfbsbKKlOYZ0JKWj8hk7rohNG/exd3cLTsZG0zQUKltbpY7YX80wNSZNLqdqQgk5eUFycoJUVBZSMaaQseOLu2rQfD5j2O7vmia44ebFlJTm8fjf32PrlnqSPYijmD6dUMjfpeKYlxckvzBMWXk+C06pZvGSKfgCQ5OSLrKvk2M73fpYdd/Gtd22HKy0BcPgVAHc9JVr+M/3/YBMMoP0uSqPBwvlmD6zm3php/hBoiOJz+ejcU9zr8fw9/GzFcwLovdxEWn76l3U72qirTFKOpHuc82WGfSRWxhm4QVzOfXS+X3a50Rg7asb+dM9D1O7o3+tHeKtcXxBMxvp6xudqaSmaWIljyyjH8oLYmdswnlhlt96Dhd/ZBmVk4Yn5fVYMCR3jUmTJvHtb3+bm2++mY0bNw7FkB4jECltSD2Dmwol6H86VycCSGUbUOiA4xb3Z1ZCxz2owAUQvAQxJCIHHiMBzZgAhf+LklGU7ADbBN5AK/gcWh9W9YVeBHrR8BuaRdMKIfJxZOh2oB0IoWluLr5SKVAWStkg94HSEHoJQi8+avadyITDfpZfPIfzls/ivXe2c//vXmXrplpSaXvQYg6xjjT/3/8+y2f+9eKhMXaI8fkNll00m9bWBMGgj5q9Leza0diVMtd5/oKsRDeCvIIgmq5TNaGUMeOKDhnP53e/5vPyQ1RN6L2mw3Ek69bsYefWBnTTdTz8foPGxnZ272hi44Z97N3dTCbjimD4/QajKwo48+ypnHfBTMrKC3qtizKM4Y/EaprgvAtmMmf+OFa8u4Ntm+vYvqUBR0pmzK7kosvmsX1LA21tcXJygiw8tZpwZOjrbDrRDZ3J86t595+rXZU7qbrVNLkCC66qRV5RDsFhcqgATr1kAbf+1438/mt/IdGRRKnu4gaGT+9mm5IKPetUmdn3UWcU63DMO3cmj/7vU0cULaieNY7RR3g/dpLoSJKKp0m0J7Ctvve/mrd0Jrd980ZyCiJ93ud4p72lg+fuf5kdq3ahJF3NgftKJmlhBkzXue/Durm0ZVfk0wwavTpWOYVhikcXMu30yVx427lMO3Vyn+06XhgydQDDMNi3b99QDecxImnPSqsPxqGC/Z/SDPvrrUzQwiAMSD+LEhFEcNkg7fUYaQgtD6HloanBKdIdLTTNALrX4QgRABFwF5z1gmNh1kmBbmicctpETjltIg11Uf7x9/f425/fItWH5pa98fTjq0esUwWu8MjCU6t567Wt5BeGycsPsmt7E7X7WslYjvu+E24Pn9y8IOOrSpg6o5KLL5/nymQPAl3XmD13HLPnjmxBqiMhhKCkNJflF82Bi+Yc8vzoiuGprTscs5ZM45WH3mTdq+0k46mu9D4pFelEGk3X8QVMzrhyUbd6q+Hg6k9dzOmXzOeh/3mcDW9toX5nE4n2BJquoemaO5lmv9R9p5OcX5KLtBWjJ/be83PKKZOomDyK3etruh4TWvceacFIgLOvOwN/sG9RrVBOECudwc44R4yYHoiVtgnlDp+TOhLZ+t4OmmpaiDZ3oOkaps8gFe9fzWog4u8SXukRAZH8MOfdfCZP//YlV8VSHv6+nFucwwfuvo7Fly0inB8i1EtN3vFOv52qRx55pNv/Silqa2v5yU9+wuLFi4fMMI+RSAA0A6QJPXQN7zsHLn3I7P9Z50orApUG6zWU/3SENvw50B4eHiOb0lF53PqxpVz9vtP40qd+z/ZtDQNWp0unbOrro5SV5R1542OArmuct3wWpWV5rFqxi6aGdqbNqmTp8hnk5AbpaE/S2honEgkwuqKA8dWlVE0oPWnq8Y5Hxkyp4H1fuoqff+637N5YQ1vKcmvihEATAn/IZOEFcznt0oHVY/aX8upRfOKHtwHQuLeJe279KZvf3oqdsVFSkUll0HQN3dC7GvmmkxYTZo+n+gg1iUXlBdz4/67hl1+4l9b6aDY6t/95X9DH+beczdL3932+WD1nHIWj8tm5bk+f9xG6oGVfC/U7Gxk9oXdH8ESirSHa1RNOaKLvghMHYBg6i69cxOZ3ttG8r6WrF5th6BSW57Poonnc/LVryS/O54YvXMm9d/+FLe+67ZaqZo3l5q9ey6iqUlpqW8gtycXvH1np1sNJv52qzqa6nQghKCkp4dxzz+W///u/h8oujxGIpoWQxjxw6oawh6sDGKAF3BorkQ9CgrMLnN2gTRuqA3l4eBzn5OUF+fm9H2XT+n385pfPs+LdnX0rpj6I997awUWXzR16A4cI3dCYu2A8s+aOJR5LIYQgkhPwak2PY2afNZ1vPPpl/vqDx3j7yZVEmzowfQblE8pYctWpLPvg2YRzQ0fdrpLKYr7wq0/wu//4C+8+vZp4WxzbcpvpCk2RU+imzlXPGcclt5/fJ2GJc99/Jv6gj7//9Al2rNlNOpFBN3RGVZdyye3ncfFHzkfX+74IkFuYwwW3ncfaVzf1Sc0O3NowX8hHZpCR7eMN02+iaRq+gEmyPUkq0/8FcMPUKa0sRtqSM689nTOvWMjoCaMoHHVoZkZJZTGf//8+0eM4JX3oa3ai0W+naii6n3scx4SuBWsFOGmO3LunL0gQOa5DZUzY32gCh8GlGHp4eJyoTJk+mm//8Cb21bTwH19+gB3bGvu8rxBgGMeHc6LrGrl5R3+i7TE8FJUX8tF7Psjt3/kAzftacGyH/NK8PqfBDRelY0v43C/vYOe6Pax+eT01W+pIxVMUluUzevIo0nRw7ecuJRzpW+aIEIIzrzqV0y5byKY3t9DSECW/JJfq2eMG7DguvuIUNr29nAe+9wjOEeTydUMjkh8mJz/c5RSeLIydVoEv4COnMEI8mhjQAnh+WR5tTVGmnTaJ8z94do/OlEfP9Nup+vrXv86//uu/Egp1/2Akk0m++93vctddx2cXZI++ofnmIHM+Bx0/cWWnOVRZqd8oC/RKN/UPXDVAkeuqvHl4eHgchtEVhfzy9x/jU7f/io3ravu0jz9gMv+UCcNsmYfH4RFCUFxx9IR3+oJu6EyYM/4QaXjLsnj88cfx+fsveW0YOjMWTx0S+4QQfOjrNxBtaueZe1/ESvccgRGaIL8sj0A4wKyzplM4Kn9Ijn+8UDllNBMXVLHhtc0Yht7vfm2+gMFHvvUBSscUMXriqC6JdY++0e+rdffddxOLxQ55PJFIcPfddw+JUR4jGy1wLhT9HnK+AloVrm/e+VYayApwO2ReAnstyATIBvDNRugnX+jYw8Oj/3ztm9dRXpl/xO2EgPkLqygqPrlWrz08TgR0XedTP/4wN/37NRRXFqLp3ecb/qCP4ooCDNNg+mmTOeva00+6lFld1znl/LnkluZQMq5/irSaIfjvF7/O/PNmUTl5tOdQDYB+R6qUUj2+SVetWkVh4dFV1PE4dmhaGMLvR/nPQHXcA9Y2UAk36kQGt+Fvf1ZIUq5jJfZC+FJE4MLhMdzDw+OEo7g0l+/84Ca+/+3HWL9mL5nMofceTRNMmFTKZ7900TGw0MPDYygwfSY3/r9rOP+D5/Da39/mzcffo2bzPmzbwfSZFJTlcdqlCzn/g2dTVH5ypq35giYVE0YRzAvSuLsZuw91VZouWP7BpRSVe/P4wdBnp6qgoKCr8/fkyZO7OVaO4xCLxbjjjjuGxUiPkYswxkHk46jkw2DX4vacssHeACqO61z1A7UDZBBF7oBiXh4eHicn5RUFfOdHN/PaSxt5/pl1bN5YS7Qtia5r5OUFuejyuVx8+XxyTjKJZQ+PEw0hBKVjirnyzou48s6LSMZTNO5tRjmSkjHFXZL1JysFZfnkFEZIpzJI2bfFbakUq15Yy0sPjuHqz1xy0kX4hoo+O1U//OEPUUpx2223cffdd5OXt1+O1ufzMX78eE4//fRhMdJjZCPMmaCPdx0p2QwYKBmFxJ/dx/olaKEg8d9gv4kMXITwLUAYvUu4enh4eIAbjTrznGksPnsqmYyNbUmklASCPk9y3MPjBCUYDjB2SsWxNmPEEMoJMmFeFX/74WNIu+9KFe0tcd7550rOuWHxSRvlGyx9dqpuueUWAKqqqjjjjDMwzeFtUOdxfCG0CPhO2f+AslFIiN0Lciv9SwW0IfMiWBtQRjUq5060A8f28PDw6AUhBH6/yUnUHsXDw8MDAMd2aKltJZPqu5CYoetomqBhdxPtTe2eUzVA+l1TdfbZZ3f9nUqlyGS6v2i5ubmDt8rjuEcIA4JXokQQOn4Mckc/R1CgGsBqhtYvIHM+DeZ8hJ6L0LycXw8PDw8PDw+Pg9m1fi+71u+lcnIFjXuasXuoMT0UgRkwsTI2ju21sxko/XaqEokEX/ziF/nLX/5Cc3PzIc87Tv/kGz1OXIQwEcFLkcZMaP85WH/r5wgKsEHtg/a7QK9GmdNQ5hxEYClCLx8Osz08PDw8PDw8jhuklLz+6Lu89MBr1G5roKMtxpgpo/H5fSgyOL05Vhropo5haITzQpRVecrLA6XfTtUXvvAFnn/+eX72s5/xgQ98gJ/+9KfU1NTwi1/8gm9/+9vDYaPHcY5mjkcVfgsVjUDqfqD/Hb4hA84mkO1gb0fZ2yHyYc+x8vDw8PDw8DhpefGBV/nJZ35LW0Pb/ma/Cup2NmCaBsFwANu0ScV7rm83DJ1QXhAQzFs6i0he35o8exxKv52qRx99lHvvvZdzzjmHW2+9lSVLljBx4kTGjRvHfffdx0033TQcdnoc5wghEPn/juyohPgPgOQARlGgmsC2wKlFySgq51toRr/fxh4eHh4eHh4exy1P/OpZfv+NB2nc3dT9CQ1QYGdsnIyN6TcJRAKE80JEm9q7pQMapk5eSR6hnACjJ4ziglvP8ZT/BkG/Z6MtLS1UV1cDbv1US0sLAGeeeSYf//jHh9Y6jxMOLedDSP/1EL0JnHUDGCEDNLqrMem/Q/oJpLEAkfd5MKa7tVweHh4eHh4eHicYsbYYz//pVZ6572U2vrEF6fRQ/3TAQ0qB0EA6kkR7Et0wkI5CNzUi+RHKq0sx/SaVk0ez/INnM276mKN3Micg/Z6BVldXs2PHDsaOHcvUqVP5y1/+wqJFi3j00UfJz88fBhM9TjQ0XwhV/CCq5XNgPUf/JNcPJgP266jWz0D4Ngi9DyE8ZUoPDw8PDw+P4x8rY/HHbz3EX3/wKIn2VJ/3E8J1qqy0w4wzJ9Cws5FM2qJycjkX3HougZAfK22TV5zDpPlVhL20v0HTb6fq1ltvZdWqVZx99tl8+ctf5rLLLuMnP/kJlmXx/e9/fzhs9DgBEUJHRW6GWAs4zSC3sT8ZeADIGuj4CcraBJE7EEblkNnq4eHh4eHh4XE0yaQtVj63lp9/7rfs2bSv3/vruo4j3LBVoiNJuCCCEU9Rs7mWX//bfYyeWM6Fty1l+hmT8fl9Q23+SUm/nap/+Zd/6fp72bJlbNy4kXfffZeJEycye/bsITXO48RG+GaizJkgtkOmA2iif/2sDqYd0k+gVBvkfB5hVA2NoR4eHh4eHh4eRwnbsvnnr5/jqXtfHJBDBSCVRCAw/QaBkI/arfW0N8eQUgKK1vooW1fu4I1/vMunfvIRcvIjQ3sSJyHaYHZOpVKMGzeOq6++2nOoPPqNEEFE6BrQcnCTgIODHFFzg12ZNajE/SjloGQbMv0SMvkPZPoNlEwM3nAPDw8PDw8Pj2Fi8zvbWPXiemq31w18ECVQUhHKD1G3vYHmfa3YtoMQAsPnIxAJIB3JimfWct83HkSpQWQLeQADcKocx+Eb3/gGFRUVRCIRtm/fDsBXv/pVfvWrXw25gR4nNsKYCIGbcN+K8UGOpgM+EDqkV6Ni/4dq/RRE74aO70L0K6jWO5Gp5wdvuIeHh4eHh4fHMLDutU2gFIn2gSglu0gpCUT8BEN+mmtaAdANd9pvpy3SiTRKKjRNsPL5ddTvbhwS209m+u1UffOb3+S3v/0t99xzDz7f/hzMmTNn8n//939DapzHSYKsA6KAYHDBUx9oQRARkHsg/huwVoGsB9kCsg2stdDxXWT6lSEx3cPDw8PDw8PjSDiOQ3tzB+0tHUeMCjXVtBDMCbrTogEgNJixeApzz51FPJpEoTD9JpqmoekauqkDYKUtNF0j1hpn59rdAzuYRxf9rqm69957+eUvf8l5553HHXfc0fX4nDlz2Lhx45Aa53GSkHoUN/1PY+A1VQagg8gBlQLVQjddUfdA7i8nDh0/QZpnoGmDyoD18PDw8PDw8OgR27J575nVvPDn16jZUgtAYUUBk+ZVM/+8WUw5ZWKPfaFCOUGije3kl+TRuKe5bwcTYJgGUxdN5HO/voMxEyv4yiXfREmJEAKFQhzgpWm6hmM5OI5EN3RUD+rsHv2j305VTU0NEydOPORxKSWWZQ2JUR4nD1KmwN6K+1Z0GLhTpQEZcGpxo169rQJZYK+D5AMQvmGAx/Pw8PDw8PA4HpBSYqUtDJ+Bruv93t/KWLz68Nuse3UjrfVtFI4qYNZZ08gvzcNKudGe0RNHUVJZ1OUk1Wyr5df/dj+rXlhHMuYu6mqGzr5tddRta2DH6l2cd9NZnHbpgkOON/30yexYu5s550zn2T+8TG+BLU2H6jlVzDt3Jld99lJKRhcCoJTCDPjwBXykEhmkLdF8BywkK0AIHNshp7yAMVNH9/u6eHSn307V9OnTefnllxk3bly3xx988EHmzZs3ZIZ5nEwI3KjSQKNVGuDHjUT1tS4rDYk/oIKXIjSvN4OHh4eHh8eJRjwaZ83LG1nz8nri0QTBnCAzF09l9tnTySnom9rd7o17+fVX/sjmd7cjbQfDNEDASw++juE38Af9pOIplFSUjS/lgg+dw9RFE/n91x9g9UsbsC2bSEEYwzSwLZtMMkNTTTORvBCvPvwm1bPHUjq2pNsxp502mTWvbGT3hr1MOWUCG9/e1uNacU5RmC/99tMsunhejxGvUeNLqN/VQDKWIhVPIXQNXdeQjkQ6EqG5YhYzz5xCxcTyAV1jj/3026m66667uOWWW6ipqUFKyd/+9jc2bdrEvffey2OPPTYcNnqcwGhaAGlOh3QtrlM1EPUZCXTQ73osZxuq7TMo3xmgl6PEjAEc28PDw8OjJzIZm62b6lj57k721bQSjviZv3A8806pxufr9/TDw6NftLd08PCPn2DH6l0EI0ECkQCNe5q59+6/EIwEmLF4GvPOm8m0UycRyglSt6OB3Rv2YmVs8opzmTB3PPFogt997S+se3UjSikcW5KMp7AzNo7t5stpuoZh6iipiDa2s2fjXionjaZhTxNCF+im4TpiuOl5mqaRjKdpbYjiD/nZ/O72Q5yqSH6YKz55Ic/84UV2rgngC/rYuXYP8Y4kAigsL+Caf7mMK++88LBlDEIIZi2Zzt7NteQW5bHp7S2kYiksBZouEEKg6RrTTpvM+//fNT06ZR79o993tSuuuIJHH32Ur3/964TDYe666y7mz5/Po48+yvnnnz8cNnqc6AQugcybh6mD6g/93deGzNtAGHgLJV8FTvFkRT08PPpN531j755m8vNzKCg8uSPgyWSGR/76Dq+8sJG21jjptI1lOTzz5BqqJpTwmS9czJhxxcfaTI8TmNcefottK3cydlolSkreeWoVNVv2YWUcpJSsf3MzD/3wMTTDdYo0XSe/NI9R44oJhIOE80PE2xO89fh7pJOZw675OpZDMCdAIOjHsR0SHSl2rN2NkhJ/KICmd3d6NF1D0wTxaAIrY9NS19bjuEXlBVz/r1ewb1sdzfta0XSNiomjKCjL7/M1mLF4Cute3UjtjgbOvv4MarbU0rCniUwig9AE85fN5o7v3zJsPaocx6G1PoqSirySXHx+c1iOM1Los1O1fft2qqqqEEKwZMkSnn766eG0y+Nkwn8uhLZD/GcMXla9vyQh8xqQB85O4BRU6h8o8zKE8FZSPTw8jsz2bfX8/cE3qZ4KX/r0fTgOVE0s5daPnsOMWWN63EcpRWN9O/F4mmDIR2lZHpp24qwUv/LCRp795xra21Nk0haplIVjS5RSrF6xm3/91O+549PLWXLOVAyj/zUuHh690VLXyptPrEA6DqteWMfOtbtJxlOHOEYWNmQgDWiGIJPKkIwlmbpoIqtfXE9jTTNW6sh6Ae2NHWQiGcK5IQxDI52yUEpiOLLnz7UAKRWO7RAI+Q87rhCCionlA07Nyy/J44o7L+Kp373Ank015BbmkFMQIZwXYvoZUzj3/Wf2evyeUEohpUTTtMNGt5RSPPP7F3nofx6nbpcr1V5SUcjFH1nGRbcvO2Gdqz7PGidNmkRtbS2lpaUA3HDDDfzP//wPZWVlw2acx8mBpmmQ81GkMR6idwEtR9mCKNAOKntjaf8mKvMHVOACROimAdVcKWWDvQVlbXCl3IUPjClgzkPTPGfNo+80N3Wwfs1eksk0Y8eXUj2x1EudGkFs2VTLd//zEepqW6meOo14Ik0mJVn17i4+/4l7Off8mVx2zUImTCzD53dft727m3n1xU3s3NFAR3sKw9ComlDG2edNZ3x1yRGOOPKJdaR489UttLcnSSUzJBMWUnafzbY0xfnO3Q/zk+8HyMsPsuCUaj700aWEw/2b4Hl4HMzWlTv4+0+fYOVza0jHM1gZu287KgFC0NEaZ8Vza7tEKPpKKpYmncjgC5homkA6Auk4CDSUUt0cEOkoDJ9BMCdA9exxvYw6eMrGlXDjV65mz8Z9tNS6Ea/KyeUUVxQdcd+W+jae/9OrbHxjCzXbammtbSMejaMQ5BXlcNqlC7jgtnMoHFVIfmkumWQGBfz887/j6XtfxLGcrvOOtcb5+RfuZd1rm/ji7+7sSok8kejzGR2cEvX444/zrW99a8gN8jh50YLLkUY1tH0WnK0MLhWwvyj2L2GlwV4DsbWo2C9Q5kII34rwL+xT9ErJBCr5IGTecdUIZROoBCgdjCpk5KMI/1le/rJHr+zZ3cyPvvMPNqyrwbIlAggETaonlHH9zadz6hmTTqjIxvGIlIo//Poldu9qxjDc10I74HPtOIqnn1zD7l1NnLp4EpdeuYB4LMVf//wmu3c2kU7bpFMWtu2wY1sj69bs4baPLWXqjIpjdUpDQlNjB3W1baSSFqmUfYhD1YnjKNrbkrS3Jdmzs4W/P/gOV157Cnd85nyv3YVHv2ltiLLqhXW88KdX2bZqB4mOFNLp+zxCSYWdtvGFTFKxFLKw/ylxSirSyQyBsB/d1LMKfCbpRBpfwIema6QTaaTjEAj7mbVkGuNn9hzNHkp0XWf8jDGMn9G3YymleO6Pr/Dnex6mbkcDmWSmq4ask1Qsxd9/+iT//N3zTJ4/Adu2aN7XRqw1TjyaAMDw6/j8bk9bKSWZpMUrD73J3PNmcfGHzxvakxwBnHhuosdxjWZOROb/D7TfA9aLDFxifShQQAdYz0PbWyhzBir8cYT/NIQ4fLqKSj0JqZfA3gtqH+45KEADexW0/zsqeBMq/FFv4uDRI6+9vJlv/8dDJJP7V0kVkIhnWLt6Dzu/0cii0ydw/kWzmTaz0lvdP0bs2tnIujWuaJNpuuksjnOoA7FpYy2W7aAJga5rbN9aTzyWRgDBkA+lTOKxFNu3NfCrnz/P3d+5nlDId5TPZugQmiCZtLAyziETsd5QCh564G3QFJ/4zIVDYotSiobUFjZ3vMi++Do6rFpsZePTApQFpzAn/3JGh2eh9XJP9xjZxKNxXnjgdTa+sZmNb22lpb6NRDRBrzrkPSEUSkmUo1AKmmvbBmaQAulICkryUbgpfgpBoiOBnXFACIorCll281lccvuyERmxeffp1dz3nw/SWhdFCIHTi3OaiqVZ++pGlJSHXHI77SDtVJdD6QuapBMZHvvFUye3UyWEOGRl3Vtp9xgONLMaVfBfqOTjEPslqLpjbRIQB2sltH0e5VuA8s1FmJPBmI7QS1BOM6h2lExA4iG3DxZxupwpdLoiYbIDEg+AORUC5xyj8/EYqdTsaeEH336sm0N1MLGOFC8+u4F1q/cyeWo5l169gHkLxnv35KNMfW0byWQGTQjsHpypLhTs2tHIe5EApqkTj6cxDJ1gyEd7NEl7NIFlOUhHsmHdXn7z8+e4/c5lx22aZ2lZLpEcP7Y9sEWxxx9eyVXXnkp5RcGg7LBkklca/j82Rp8jo2Ldnks7UTpi9WyLvUpQFBAy8jB0PzlGKUX+cZQHZ1DoH0vYKCLhtFCX3EQ0sw8QlAQmMCo4FVMLDMo+j8GTTqZ55GdPsf6NTehCw844CNyIEdAvQWElQQm3XkgphZUeeO9VKRWl44u58NalrHpxPTvX7ibeliCSH2bmkmlceNu5jJteOSLv2Y7j8PS9LxBrS2D4DJLx5GGvY6cke28RQekoUvE0hs/AFzARQlC3vWGYrD+29Cv970Mf+hB+v7simkqluOOOOwiHu9eb/O1vfxtaCz1OSoRWiAjfDOGbkR2/gPi9uKWkcY5d9EoAUVep0N6A0ooADSXCoBWASoG9FmQ93VMX5UH/W+4NKvk3lP8shPCiVR77eeKxFbS1Jo64neNIWlo6WPlemqamdsRHlzJvYdVRsNCjk1DI765KZ6WWe8OxFWtX7SYUDhAIGJSNyqepoZ3WljhSKXciqBSOo3j2qbWUVxZwxdWnoBvHx/0hlcqwdXMdjQ0doGDc+GI2rts3oLHSaZvnnlnHTbecOWB7lFK8XP8L1kWfQPbynaFwSKgmElYTWII6NrAtpmOKAEWB8RT7JxCzGumwm0g77VgyhVQ2QSOfaTnLmV14OQFjeJTTPI7Mxre28vYTK7DSFrG2OC11bVhpC6XA9LtRkX6hINO5oDUIf8f0GcxcPJXltyxl2QfOJtmRRNM1AuHAiHSkDqRhdxO7N9RgmAbpRMqNrh0GdVBqb6eT1ROuDL3Ttd2JSJ+dqltuuaXb/zfffPOQG+Ph0RNazseQvumQfARS7wF7jrCHiXs3tNnfUFjivt1NwMo+11+s7FgCZEvWeXKyY+uAD7cBcV+WxhKQfgWVfAjMmSgtByFyUQTRNC8N5WQlk7F587Wtfd7eykisTIoNa/fxjX//KzfcfDrXvO90jONkIn68M3VGBTl5AZobY0feGJDSjTKmkgIQtLcnUVJhGK6KlpQSKR3SKYt/PraSWXPGMmnKyG7IWVfbyiN/fZcXn11PIhuBKyyOUFgcwR80Scb7OanN0lgfHZRdtcl1bIw+16tDdSjuvVviYCuLxtQ2mlK7QEg0ZWCpFA4ZQJG2Yrze8hvWRB9lftH1zCu8alD2ehyZ9pYOnr73Rd56/D2iTR3kFEbYtWEPHc1xDJ9BYXkeps8kk8ogpeyawA+YAXZX0Q2NotGFTD11EuCKcYXzjm2Lhdqd9bQ3dZBJZQiEAoRyg5RXl/VYgtDp/Oi6GJRj2ROdDte4acd33ejh6LNT9Zvf/GY47fDw6BXNvwT8S5AyAR0/gOR97K9VOhATtBkgHHAagQQErgO5D6zXQDnZ/Qz671gZdNVZAd2jTw6Q7Od4MWj/FkorAeLumYhCpDkNgpchfAsQwquVOZlwHElmgCknHe0pfvPL59m4vobPfflScnJDQ2ydx8H4fAbnXzibP//htX7tZ9uKpsYONE0QCJgopchkbBzpRqykUuzb28YD97/Bl+66Al0fmU7y9q31/Oi7T7BjawOO4+DzG2Qsm7p9bWTSNuOqitm8vvawQhW9UTAAkYAD2dr+Cna/78mdKBxsHKWAFJrSUaRQhzSoV8ScRl5q+CnvNT/I0rI7qc49fVB2exxKKpHin799gT/f8zDRxnYMn4nQBNtW7uzaxs7Y7NuScv/RAEWvEZa+EMwJkuzo33tI6ALDZzC6uoxJ86sHdfzB4tgO9979Fx77xdN0tMRQSqHrGvkluUxaUM3UUydz5tWnMm5aZbf98opzySvJJdYWR9d1TL+JY/XhWopDI1eH48rPXjyQUxrxHJ8J2x4nLZoWgryvII3JEPs1qJ24Do0A8kAbD1o2GqVpoM9E5H4MhQ86/gcyL4FsBpXM7tMZaeoLOm4KomRolm8EEAOZZn/NVQxUA1hrUMErIXwTQgSH4FgexwN+v0l+QYR9e9sGtL9jwysvbKZu331ccOlc5i+sorwib2iN9OjGrR87h507Gnn3rW393ldKheM42LZESpWtXYZAwCSdtlmzchevvrSJs5ZOGwbLB4eUit/+8kX27m5GNwSRnFBXWpNlOTQ3dZCTG2TMuEJ27Wju19h+v8GSc6YOyr6mzLaBBhqy7J9Eyj4swMWcev6x7+ssSF7PGWW3DurIHvup2VbLjz/5K9a9upF0IoNmaFjpZO+T9/4IB3cmsmQJ5rjNehPtSXKLIziOQ6aXxr8HI4QgtziX5R86h+KKwn4YMrSkU2k+u+SrbH13R7fHHVvSXNtG8uWNZJIWTTUtXPPZS6icPLprm9yiHBYun8O+bXVohuYu6ggOvQY9PdYHhAaFZYOrlxypeE6Vx3GJFr4OwtchrRaI/bfbwFcooNXNsUGBXg6RjyC0fNcFyvsy0v4gWG+C3ZitgdoFzkpwmuj9Tqyz3wEb4J2kR1R23BBuemEapAJqIPFnlMhHhK8domN5jHQ0TXDGkslsWLu338JVB7J1cz1Nv32Zpx9fzfs+2H3lXEqZPdbIjH4cb2iaxte/cz3f/ebfB7R/Or1/8q6UQtMgmcggpSKeSPPIX9+hemIplWOO3FPmaLJuzR527mjA7zdJp61udSKmqWNZGnW1bcyeMwZ/wMe2zXU9KiP2xJJzplI9cXA9MDWOvnqixGJl698YHZ7F+MjCo378E4XaHfW8/sg7tNVHefxXzxBt7Oh6zrGd/n/9CtfZUVKhmzr+kEkimso+JVBCubVASmFnbDRD7+qyUj6+lIbdTQgEqWS6V0EG029SWJ7PtZ+7jCXXnHZMa6d+/KlfHeJQHUgimqB+TxPB3CCvP/Yu1/5LeTd7L7h1KTvW7Wb18+sRwj23Q3p2ZV8HzdCQtjzy6yJA0wWapvVL6v54wnOqPI5rNLMQlX8XKvUspJ52o1DCAGMmIrgcjBndtzdGg9E9913JOCq9Djruzz5y8I3Qj5sqqHCdq6G6GXQqAwIkssft/F93zyV5H9J/OpqxP/9YKQfszShrNTgNICII3ywwZyKEp0Z1vHPxFfN56vFV7N7Zv9X9g2lrSRBrT/GT7z3JjbdPYMXbO3jhuQ1s3VQPwPgJJSw9bwanLp7oOViDRAjBZ794MU888cSgx3J9Xnd2kk7abFhXwz3f+Dtf+PcrGDN25DhWu3Y0kknbBII+0j2krPp8Bum0TTJtM3vuWM5bPovH//4uTY3tZCwHK3PofVTXBcsumMWn/3XwqUFVkdPYk3innzVVg8cizZrWxzynagBIKfnjtx/iuftfIdYSo7UhemhEqj8OlXAFESL5YQJBP/H2BKFcN/Oj06nSdLeeEaVwHDdibCXSoKCjpYOcgjAFo/Jpb+7AJ01s2+lq5KsbGpqu4Q/6iBREqJ49jss/vpzZZ884pg5Va0Mbrzz4xhG3a9jdxLRTJ7Fz7W6aa1spHr0/spZfkscnfnArz93/Cq8//BZ1uxpJxlNudD1jg6ZhGBqFowsI54fZ9OaW/QIfPWD4DUyfQSqeJpAbZOK8E1NUyXOqPI57hPAjghejAstAtrlOlSjo801NaGFEcBGaMQ94HHK+AvZzYG8G1YZ7Fw/gilxEGVr1QXnAj5+uKJjwu/VfThOknoKIm06ilI2KPwDJv4KsA+UWTSvhA6MKFbwOAhehacdvj5uTnZycAF/7r2v51zt/T2vLkVUAe8NxJB0xd/LwrbsfQjoCw9RQQH1dGyvf2clFl83l1o8tHQLLT2467zc+n96jwzAQdF1DCNi9q5mf/8/TfOmrl5ObNzJq5TrrvA4niqKUezfLpDJUji3i4svnccZZk1m/di9tLXFy80P4fTqvv7KZaDTF5KmjuOSKBRSX5PTbFqUU+xJr2R57nYyMMzo4i4k5i1nR8gBRe2AKhAPDfQ80pfufCuoBD//kCR75yZNYlkMqfoQUvz6gaYJgTpBAyE9xRRH2DhvpKHRD61KpU1KicEViUODI7Pe7gNIxJcTaEji2w6iqUoQQ5JXkcuZVi1h281m01rWxY+0epCMZVVXKmKkV+PzmEFyJwbH6pfUk42n3n14Sa2zLxs7YCCFIZb8nDiS3MIcr77yISz66jHQigy/o63Z+Sin2baujraGdTDrDM/e+xFtPrqDtAJEZzRCYfh+aJtxIl4BTLphDKHJiljV4TpXHCYMQPtBLBz2OFroazbwBKdNgvQeZd8HeCvYWcNK4aXpDjWS/0IWPrjRD4Xfl22UcoYXdiFz8f4GObGPDDJBNh7CawFoLifuQOV9F888aBjs9jgZjx5fwg59/iO98/WG2bKzD7kcD1QM5MIUwnXajA0K4E2Ld0Egk0jz8wNsUFIa58rpF/Rq7tqaVt9/YSiKRobA4hzPOnEwkx4uURnL8aLpOR/TQSUp/cRyJpunk5YXYub2BV1/cxEWXzxsCKwfP7LljCYf92LbEMHXSaRu/f/+UIp22CARMCopymDFrDEIIRpXnM6o8v9s4S5ZOH5Qdreka/rnvWzSmt3bVPq2N/gOfiDA1dxmbos+Rpn1Qx+g7AoFC4EV++0siluSxnz9NLBoHBFZqIAq93RGahqa50STTZxDMCRJrjWOn3TQ0YejYmc4slAP2E6CbBrZlc9plC9i7aR+h3BA3feUaqmaN7VpAGVVVxqiqwaWpDgdWykL0oe5bZJsUB3OCXRG8njB9JqbvUGdRCEHFxHIqJroKpfOWzkJKyRO/epaff+53pJMZlHTt6YzuVc0cy2d+/rGBn9wIx3OqPDwOg6b5wX86yncaqFa3wW/mPej4Lgzrl3QGVAuQm+1/Bag4SvmyzZDbgDAQo7tkvAISYK+H6KeQed9H888fRjs9hpOKykK+95MP8sarW3j2qbVsWldDc1PfpLt7QymwHYmUEk3XyKRtfvvLF1n53i5KS3OZNrOS05dMIhDoOdqZydj84dcv8drLm4l1uKuhQoO/P/g2V123iGUXntzOfE5OCCVTpJIW1iDVx6RU2LZDbl6ItpYYK97dyXkXzMLnP/Zf3RVjipi7YDyvvrSJoN8kIdOkUhZCuEIVti0pKc3lnPOmM66qeFhsSNpRHtv3NVqsnQc86i7NZ1SMNdFHmZd7PXWptezLrBkWGw48rsj+HhWYMszHOvF4/ZG3qd/VgJWxUX2sveuNkrFFpBMZkrEUuUWukmROYZj25hjpRJpgxHUkWmrbsC3b/foUoJs64dwQSiqSsRTtzTEmzZ/A3i37SHQkR3yPKYDy6jICYT/xaKLXdMlAxI+VsZk5dzwFZflDcmxN07jk9vOpnjOO+77+Vza8tQU7Y5NXnMM5Nyzm/V+5mmDoxF18O/Z3Zg+PEY4QAkQhQisEcxLSnAstHwRah/GoCoiCvQmcDlTbp0F2gLMdNw0xk/3p3PagfWUDtH8bmfcfCL0ItEKEOPZpCR79w+czOGvpNM5aOo102uLbdz/MG69sGXDkqgvl6qF0ilbE42neeHUzoaCfl1/cyD//sZJPff5CKnoQR7j/d6/w9JNr8PtNykfnoWkaGcumoS7K//3vs9TWtHDq4olkMg7FJXmUluWinaCNHnvizLOn8o9HVpKbGxwSJ9hxFE0N7ei6oKW5g+efWUco5KO4NJcJE8uOqYN168eWkkhkWLtqt7v2IxVpy8YwdGbPG8uH71jKhEmjhm0iuin6Aq2W27dQoHdbnZdIFA4bYk/ygapf0WLtYlPbc9SlNpJyOrCdNCmiWZn0QxFoh32up61BoFD4RIg5hVcO7sROQnas2Y2VtlFSIfRs95MB4guZnHP9Yta/ton6XY2kEhn2batDKUVuUYTyhdVYaZsd63bjD/ooqiggHk2gGxr+gB+lFOmkm+7WtLeZigmjsjVWg/88Hw0mzK1i0oIJrHp+Ta+CRyVjihk1vpTTL1s45J/RaYsm85+P/RtKKaSU6PrJ0X/Tc6o8PPqJ5puCLPortFwHqpXu0aKhJgVqO1hFuLVcnT+9kU1PdFZB9EsoczroZSjzVIT/VITwPvbHI36/yW0fO5dYR4ptW+rpaB98etmBCCFwpEQTsHljHd/++iPc9Y2rKSzJYe/uZmr2tNDaGufZf67FNHSKsqu/qWSGhvoo8UQGK+Nw769e5o+/f41gwEdRSYRpMyu59Mr5I76J7VBx9Q2LQGi89PwGMhl7SF6npsYOhIBoNAkCIpEguq5RXlHAxZfNZXTlsZFujuQE+Pz/u5RV7+3i7Te2Eo+lKSyOsHjJFCZNLR/2Vf1tsZdQ2ZYaB6c7aWhIJCkZZWf8LablL6MiNAtH2SgliVq1bGt/jY3Rp4g7zdjZHoYSiYaGjonV5z5Xbn8xgwCnl9xKeWhwKY0nI+1NHW6KmCbQdR3bGVj6nz/kY+6ymTTubWb++bM578Yz2b5mN3U7GvAHfcw7bxZjplSwY81u/vv2n9G8r4Xi0UXYaRvpSNehSqQJhAMEIwHsjI1SCiUVvsDxsTAZCPn50Nev5zsfaqBuWwOqB8+qbHwJF374XBZfsYhR4wdfNnE4hBAnjUMFnlPl4TEgNLMSmfP/oOOerGNlZn/iDE/NVcsA9lHg7ABR4NZaJR9HmdNQoZtcpUAswI/QRkbhu8eRGTOuiM9+6RL+8dB7bNywj53bGojH00ilBq3yb1sSx86QSlrohsb2LXV8+xsPU1CQA8JVxqqvjdLSFCOSEyCVzICAPXuayWQcUPsXFRzbIZ5II5rg9Zc3s+LtHUyaWs6ESWUsPHUC1RNLMYwT84vWMHVu+tCZXHDJHN57ezub1u9j5Xs72VfTim0NfOFFKUglLTas3ce0maOpHFPIxnU1NNZH+dDtZ1N+jHriGIbOgkXVLFh09BudpmQcoNcaJoWi3art+l8XBggo8o+jqGQci0reT3umnjarhoTVRlN6G1s6XiTpRPv0mRLohLQCyoJTOLXoA5SGJg76vE5GhLbfMe7JCegLhaPzuerOizACPopG5TP11EmMGl9KxaTRh2xbNWssZ117Go/87z+JNkZBQCqexrAdAiE/heUFJDqShPJCtDW0EykIM37m2EGd49FkxhlT+dpf/pUHf/Ao7z69mlhrHCEUhaOLuPqzF7Pk6tMoKu+7oJdH3/CcKg+PAaKFLnNjU7EfgazHjVSZuLLrKdzolQZ9aBx5ZLIJ3/0mA/Zq0CtdWzLvgbUFtEKUXglaEGXORvhPR+iHfvF4jDwqKgv58MfPZfeuJpqbYmxYu5etm+vYvbORmr2tg+pv1YVyE59qdreyd3cLY8YVM3POGNIpmz27mnAcSXNzDMeRZNIOug6ZzIEDuGpaHR0pQBEFWlpirFuzh+efWccZZ07mfR9YTDB04qpUFpfksPziOSy/eA6x9iTf+Orf2LWjgZbm+KBeo0zaZtW7u9mwtoZg0M+OrQ00NnRw2VXzOfOcaZjmiems9kRIyycqd6GQCHo+b4HAp0d6HSfXV0aur1Nw4FxOLf4gexIr2NL+Ehs7njrsfgZBzi3/DNPylg30FDyylFeXYfh0pKOQjkRo3dZp+oR0FH/53qPopkbZ2BLGTq9k4rwqzr7uDIrKD202e95NZ7Ft1U7a6ttxbIf6nW5UJ78sP6vy40anoo3tnHn1oh7HGMlMmDueL/72TqJN7WRSFjmFEYLhE7eeaSTgOVUeHoNAC12G9J8F8Z+DtQaUBSoXnNW4UasiIM3AIk0HM9CZWAKcvVmZ9hioqOsEyhhoEUi/hUr8GeVfSpcTKMIQOAuhV+HWbhkIcfJM1kY6uqFRNaGUqgmlLDx1f4TguafX8sNv/4NkL/1Cjohwi40tyyGdtigbnUdjQzsb1tYQj6VxpMKybNJphW05aJrAtrunpApNIG2FQiGEK2QB7iSppamDxx9ZgaMUH/7Y0pNipbQjliK/IMy4qum88My6QUvlA2TSDpm0O862zbX84TevUFsb5f0fOOOkuKYA0/LPp65pTY+1TzL7mE9EGBte0K9xTd1Pdc5pVOecRlXbQp6t+yEZDnzNBD4RZm7+FUzJOXcwp+CR5dwbz+ShHz1OLBrHEDq25eCofjT6FRBtbEfTNXRDZ++WWnSfTjyaoLWujWs/dxl5xbnddikqL2DZzWfz7B9ews7YlFQWsXdLLS11bUjboaAsj7ziXBacP5vFV/ZPHXWkIIQgvyTvWJtx0nBcOFU7d+7kG9/4Bs899xx1dXWMHj2am2++ma985Sv4fPtXOlevXs0nP/lJ3n77bUpKSvjUpz7FF7/4xWNoucfJgKbnQe6XULIF7J2Ag7J3QfxXoOIgRoPjA+qOoZWJbE8rcD/2FshtrgOoJMhdYK9if3TNgNhPUVoZmLNAz0GZ8xG+U1zhC48Rybnnz6ShNsqffv8a8c4+Jf1AKUCC4zhIqYjH0+za3ozjODQ2tOPz6Ti2xMo4ZPtldv3uRIjuMVWl3KLzjLTRdQvT1EgmMjz12ErGjStm2YWzThonwDB0yisK6OhIoaRCKtXv1fieSCQs6utaeejPb5IT8XPBJXNHhELgcDMxZwlrOv5OY3pLVk5dZH/ci6qhMyn3HAp9YwZ8jMn55zIqOJM1bY+yJ/EeEklZYCrT8pZRHpx+0rx3h5vSMSUsvfFMnvy/51BCYQZMUG76ZjyaAAlCF/gCJkIIMikLeaBgj3LTBh3puLVRSPZtqWN09Sh2b6xh9UsbWHL1qYccd+HyOeQW5bDyuTXs3VLL2KkVTJgzjorJo5mycALjZ44ht7D/vdM8Tk6Oi7vuxo0bkVLyi1/8gokTJ7J27Vpuv/124vE43/ve9wBob29n+fLlLFu2jJ///OesWbOG2267jfz8fD760Y8e4zPwOBkQWiH43LoG4TsFKfIh8Wuw94EmQRbgRq8Ebi8qA1cWfThqsHrCxk1N7EwldNzIVbcUxU4hDAtIgmyHdAv4TwHnEZS1CsIfOGKqoJQJkI0gImieE3ZUufp9p9LcHOOl59fT0hTv9/5KKWy782+6olBWxsG2HExTx7YdssKBh6SyCSF6VCdUym02GQqFEAKSSYtnnlzDuKoSJk89sUUsiopyKCwME22NM2ZsEbt3NiGlwrElmYw9JCmb6ZRDOpXgvt+9SmtrnKuuW0ROL71nTgQMzce1Y77PYzVfoya5ColDZ2jDFCEm55zLWWW3D9rxyfWXsrjsw8CHB2+0x2G57T/fj5W2eOOxd0l2JCErclBeVUogHCDRkcRK2QgBiASpjp4XjpRUWCmblJ6hdlsdFZNGs/blDZxx+UL0g2o5hRBMWTiByQuq6WiNoaQikh8+ZDsPj75wXDhVF154IRdeeGHX/9XV1WzatImf/exnXU7VfffdRyaT4de//jU+n48ZM2awcuVKvv/973tOlccxQQsuc1MDM6+AUw9aDpjzEc4OlLUaVBK0UWCnIfkjYPApQUfGwXWsNLIdg+ldtVABbWDvAd+p4OxBJf8O4Y8hxKHF4dJphsQfIP0iOB0gJNKogsAliOBlnvLgUcDnM7jy2oXs2dVEPLanSzZ9KBACbFsSjgRIxDM4Tg9pV/LwHoJlOcQ6koTCfnRdw8rYrHpvJ5OmDJ/s9kjA5zeYu7CKfz62ksLiCOPGl7BzRyOOVIdE+gZLS1MHTz+5Bukobrn97F6vq5SK7VvqWb9uL3W1bZimweQp5cycO4a8vONDwMZnBLl63D20ZxpY0fIgcbuZPKOCafnnU+CvPKHfVycavoCPT/7oNs7/4Dm89fh7xKNJ8kpyOOPyUxg7rYK1r2zg3afXkIoleeLXz/U+mAI7Y9PRlkDTNdLJNJm0RfAwzpIQwotIeQya43aGE41GKSzcr3b0+uuvc9ZZZ3VLB7zgggv4zne+Q2trKwUFPRcYptNp0un9qx3t7W5TV8uysKyjFUE4PJ02jARbTnSG51oL0JfQVUOtAK0E/AfkZ/tAmhdByw0MTe3Vkej82Hd+Vo40oxNgNwKNoFVCaidC34EwuishSacFol8Eax3dom+ZZki8B9r/gX8JhG7EzrhSxZnob5DBOWg+r0nxUNLQECUU9rHojGoaatsACAT1rgl8KOQjHPG7ct9CkUr2TUylc34qpYNhCjT98KprPe0rNOGm6NgOwaDOqPI89tU009LcTlNjB5mMQyhkMrqy8LhTBzzS/WP2vEqam6KsXrGb/KIgJbEItXWtCKEdRmJh4KSTaV5/ZROnLZnIhIllPW7jOJKXn9/Ie29tp6MjSTyRprmxg6f/sYLcvBDLL53DhZfOHZHCFwdfa6UU0WQ9SStGQ2IndWxiZ8c7jI8sYk7+lfiN8LE097jmWMxBJswdx4S547o95jgO006fzLTTJxNtivL4r5/BDPYucS408IdMMuk0xSVFCH1kz6W8+d7Ro7/Xuq/bCTVQ7cpjyNatW1mwYAHf+973uP322wFYvnw5VVVV/OIXv+jabv369cyYMYP169czbdq0Hsf6j//4D+6+++5DHr///vsJhY6PlToPDw8PDw8PDw8Pj6EnkUhw4403Eo1Gyc3NPex2xzRS9eUvf5nvfOc7vW6zYcMGpk6d2vV/TU0NF154Idddd12XQzUY/u3f/o3Pfe5zXf+3t7czZswYli9f3uuFO1pYlsXTTz/N+eefj2keH43njleO9bVWmdWo+C/A3gtarqvW59SDrKN7w98DowMCNwzWl6bAHLCtkf3dnzUVP4hS0DTwnwUiCMIH5kJQOrR9sM/j2Y6fZ1Z+lWVzv4Whd9b9aKBNgsBpoBWCagck6KMRxiwwJnmpPH0glczwq58/j5WxWbN6D8l4mps/Oonf/Xwj6ZTTlWpmmBrFJRF0dJpbY3Q2ME32MWoFh4pU9JVwyMd5F85i+5Z6YrGUm56TstB1rathrhCCiZPLeP+HzmTKUWgkO1j6e//YV9PC5z5+7+CUGg9HViwkLzfIJVct4IJL55KXt7++SinFA/e/wfat9dTXttHU2AG4aYpCuHL4qaSNaWqcftYUPnzHuSMqYtV5rU9fOo817Q+zuf15bJXOyqoLBBoGfjfIrpIUByYyO/8yfHqYEn8VQSN/2GyzZQapLAwtgHYCKKYe6+/Fntj0zjb+38XfxM70/p1n+g0mLahiztkzufzjywnljuyF8pF4rU9U+nutO7PYjsQxdao+//nP86EPfajXbaqr98sF79u3j6VLl3LGGWfwy1/+stt2o0aNor6+vttjnf+PGjXqsOP7/X78fv8hj5umOaLe1CPNnhOZY3WtlTEXJS6CxB9B7gNMMH3g5AAduPJHAdArgDDIWldIAj+u0EQGV/jicJi4KX9JXJn3/pLJ/tiQ2efKrgsFmQdApsBI9XtEQ49jGhn2O2NrILMe99bkc88XDde5qoTQtRC4CCH84NQAFoh8hF48gPM5MVFSIITG9m2NNDfGMX2uM5JJS6yMWwOlFFgZSZOKYxg6ti2xLIljO/13kgT98s01TVA5roR4PENjYwy/3yCVsjBNneamGIl42hVxcCTvvbOLvXtaueq6U7jw0nnHRV+rvt4/Yu0WiYQ9qIbAvSEExGIZHv3be6xbs48vfOVSCgrdfk2JeJqGug4yaUlzU4JMRhIM+nBs6BSykRKkFKxfVcPe3a0jUkxkc/w5atNrsbVkl/yOQiKR2CTQ0JHY1Fvreb2lHoTApwWpCp/K1PxlFPnHD4kdSSfKG42/Z1v7KyRlFBAEtVym5C5jUfH78BvZ6261YskUfiNMQB/coq0jLSyZxqcF0bThd95G0hxkyoIJ5BXmUrezgQNe+EMYM6Wc8288mzOuXEROQe+9ykYSI+lan+j09Vr39fU4pk5VSUkJJSUlfdq2pqaGpUuXsmDBAn7zm9+gad1z+U8//XS+8pWvYFlW18k//fTTTJky5bD1VB4eIwkhdAhejjLGQfKRbN+rJBjjwTcXAktA6QjVBsKH0qrd/lOZtyH5GKg99D7DtRic0qDCbWoMbi+rfBA5QDuwZ5DjHvi3nf1JZaNVnYdshPb3oP1rKK0E9MmgBUGEUeYMROB8hF46CDtODHx+g6oJpTz/9DqUlG4UEVeU4GCHKZkY7HuCfrdPE0KQiKdoaY4TiQRcdUEBTU0dJOMZtwzR0NA0geM4tDTH+MffV6DpGpdfvXDER6z6iiMddE30qTV4KOSjqCRCMmF1RZWOhNAEuq4hpWL9mj3c/7tX+OS/XNj1nBCQTGXIZGz0g2rjOqsCfD6DRCLNrh2NI9Kpilo1CKEhkQjEQbLqTlevKoWNxCGkFZCRcTZ3vECbtY+5hVdREZqFLS0aU9toSu0graIU+yYwKjAdoYFPC/YoytNJe6aev+3+AlF7X7fH47KJ99r+xOq2vzMmtIDm9DaSsh0BhPR8yoLTmZZ3HmPC83qNaGWcBO+1PMjGtmdJOM3YWKiDshI0TKbnXshZo+7A1A5dJD7RMH0ml398Ob+568/Yadt9vx701Vc5pZzvPvMfnviEx1HluBCqqKmp4ZxzzmHcuHF873vfo7Gxseu5zijUjTfeyN13382HP/xhvvSlL7F27Vp+9KMf8YMf/OBYme3h0W+E0BG++eCbj5QWqJjrbImcQyaTAsCsQBpjILPGTRsccIPg/mAAEmQDGDqIPHB06NP0cDB0npvlRvLkPmA8mBVgb0ZZ61E5n0HzHCumTq9ASpV1pEZW2WxObgCfz2Txksm8/MIGmhpjZFI2qUQGx3FQZFMKs2ZLaVNfF+Xxv69gVHk+p54x6ViaP2RUVBYSCvtJp4/8udF0jbkLqrjxljP5/rcf5d03d/SqsgggHbfPmIqnQcETj6xkyrTRnHfBLAIBk3HVpWzbUo+SCqF3v7dIqdA0gWG4zsTBzZ1HClI56MJg/71BILJd0g6+OqYI4tODmFqAhNNG3G5iQ/RpmlM7WdHyV6J27SHOikmIkJFPoW8cZaGpTM49mwJfZbdtnqn970McqgOxSbIj8Uq3xzJ2nLaOWvYlVjMp9yzmF11H2Cg8ZN+OTCOP7r2Lpsy2Hhscd10HLNa2P8q+5BpuGP9jfPqJLaUPcPW/XEpzXRv//M3zJNqTKKlAA93UmXLKRL7+9y+SW+A5VB5Hl+PCqXr66afZunUrW7dupbKy+w2tc8KQl5fHU089xSc/+UkWLFhAcXExd911lyen7nHcomkmcOQoq7A3oGQzw+fUdG+oub+OS4JsAy0EBHFTFI82O8GqBYrArgG7HVX4LYR2/KR6DAcTJ5dRUBiibl9bjz2jjiXxWIpdOxp55p9runo1xWJJMoepj3D7Wzk0NnTw1z+9STgSYObsgTdzHSkUFecwb2EVzz21ttfthHAjVactnkRxSQ7f/N77efn59fzsx8/Q1hzHkfKwDYQP9KfTaZuf/c/TRHICnLZ4MnPnj+O9t7ZTs7eFTMbBNN3pgJRuc+dQ2IdUEIkEKCoeuZPTkF4ECBQKLVtvqg5xqfY7W0IITM2PrTLsja1iU/R5bJI9jm2RIGoniNr72JF4nbea7qPIX8Xcgiso8FeilKI2uWGAlktiTjO74u9iagEWFr0P44Aok6NsXmj4CY2ZbfTe9mI/LdZO3mj8LWeN+vgAbTp+0HWdj333g5x34xKe/+Mr1O5sIJwb4qzrTmf+stnHnXqox4nBceFUfehDHzpi7RXA7Nmzefnll4ffIA+PEYRyGkHWM/RRKhP3yzxb03TIc35QKSDt1nk5G4f4+H0lDWRXiu1/ohpWoPK+gxZcfIzsOfZomsbis6by0ANvj7hIlVJuBG371kZs20Y6bj1Xb9i2JJnMsK+mhYcfeJuq6hLCkcBRsnj4uOPTy1jxzg5aWw7fpNk0dSZPG01hYYRkMkMw6OOsc2ew8NSJPPHoSt56bQvbtzUSbYsjBPTWlqy9Lcm9v3qJKdMqqJpQylXXL6Kuto19e1uIKYVh6AggEDK7UjDHji8akal/AJrQCei5GJjYpJHILseq23YY3VLsBBppJ0aH04zsR32pJENjehNP132XkJZPjjnqsA5ZX1DYpO04DaktNKa3UR6c3vVcS3on++JrcAVktF4jVQeyLvpPTiv5ID79xJeRF0IwaX41k+ZXH3ljD4+jQN+bjHh4eIxMVCuuYzHYj7NxwBgHNgg+IBcLANMVkBD6Ac8Fsz8jYXWwAaJ3IJPPHGtDjilXXb+IgsKRp3ZlO4pMxiaZSJFO2Ud0qLr2sxza25KsXrGLxx5+b8Q5iwOhoDDCXd+6luLSHLQePr5CA6kUK97Zwde/8iDf/cbfeeXFjWTSNqGwn2vedyrf+N77+Np/XUPpqDx048j3gO1b6nnysRVk0jbzT6niq/95NdNmVaLrGo4jMUzdTTUWgvFVJVx8xXzyC0bmBD3frCAmm8gxS9Hx4cpU2Ael8emYWqBbXZSl0jjKQpIZ4JEVCdlKQ3rrYMwHICPjOMqmOb2z2+OtmRoyqv8OW0YlaMvUDtouDw+P/uM5VR4exzsiHzdyNJiPs4arImiSrdY6ABvXcdKzPz4QnZLsGkgNVB0Y1RD5MlDYwxhHmzRE70TGfo+yt54QE/D+UlKayyf+5YKuupgRg3LT0nqLqBwO25YkEhlef3kz9XXRobftGDBz1hi++b33cc55M6gYU0hJaS6hkA9NE+61kpJUMkN9fRtvvbGN+3/7Ck8+trKrzsnnM5g5ZyynnDoB6Rz5fe44iocffIdf/ORp9u1tYez4Er79g5v47Jcu4cyzp1I1oZTJU8q56rpTuPVjS0d0quX0vAso9lehaz78WoSgyEPHh4YPgwB+LYKBD12YXQIOtsyglMP+tOaBowYr8pJFFwaOGjpp/RNByt3D43jkuEj/8/Dw6AW9HLRikDEGruQWYH+kyuc6aiqK6zgJEKPBnAL2DrdvlmzHdbT8oGpBz4XwhxH+JShrFaTfBBoPe7T9HDixGWrHR0LsO6j0BRBaDoHlJ4xyXF8548wpXcIO/oCJlRmIlP7IQNMESkkcW9HaEmPT+n2MKs8/1mYNCdUTy/jyf1zJ3t0t/POxlTz+6IquXlNKubJmCkinbLZva+Cfj68iHAlw1rnTuvpH3X7nebz+yiaamw6fSgggDAejuJ71dS00/XYnn/nETRQW5nLW0mksOWcqti0RguOiJiViFnNK0fsp8o1jddujWDLJKHM6eb5R2E6KPYmVxFUztkyTsKNoQiCETlDPJ+rUoWPiDKi9xNAR0HMRQididFdCzvOV49cjJJ22fo0X0gvJ91UMoYUeHh59xXOqPDyOc4QxAeWbBJkUyN30rQnwwWT30UdB6BaEbybKSYJsgczroBpBKwV9NFirwdmJ2zcrB3zzIXgVwpyJSvwG7D1ASx+Nnw+GBaoDRAHYbzC0zlUGrLcgJd1z880ZwrFHPpomuPSq+ezcvZq8vCDppI1ljUwlt74gNA0lFem0TV1t67E2Z0gRQlA5tpC9e1pIpTKuKp/Idl46IKrn2JJtm+v48x9eZfu2epYum8HEyaMIhfxcdNl8/vCbw9UVS3S/g+6TBEo6KD0linS2ct8727l+yUcoC05xRRxGUJPfvuDTQ0zNX0ZxoJpN7c8RtWqJWY1IJEEjD1taJGUb7XYtAp2Qlk9+YCyBYA4t6d1Z5b5jFckW5PtGE9LzGRWc2u2ZYn8VFcGZbIu92ud6KoB5BVdhaCO/n5uHx4mI51R5eBzv6JXgW+j2cZLtQAL6XDwtgDBoeeBbAqFr0Xyz3Weyve6UfxYq/RJYa0HFwZwMgSvBnAnmeDTNbWKp0i+6jXtVku5KgT1NWLIpaYHZoG0HczEEPwDRr7p9t4hCV8+ZwToB9ZB5A6WFUcY0tJNswjFtRgU7d6+melIZUkJTQ3u3OiZNc1+j/RNqQSo1dKlIQ4Urta7QdA2VFVU40XAcSc3eFpysYuPhZNMdR9Hc1MGWDbXE2lNc875TGTu+mKtuOIUH7n+9B5l2hZlr4c9JUzQlSkF1B8rI4C9MEzM38NCurzCz4CIWFb8fnz7y6vD6QnGgmgL/GJrTO0naUbZ3vEZLahdS2BjCj1QWEklSRumw6zmz5HZWtT1Mwm7BGoTYxGDIMyqImEVMzTvvEEl1XZicWfoxYnYz9amNfXKsqsNnML/o2uEy18PD4wh4TpWHx3GOEAKCV7ppQsko2LW4U9B09ndP6n1h0KZB5AaEbwbo1YdtcCn0CkTo/SjZCioBIozQ8rtto5RCZd4GHFBt7E/pOzDdTh3wWPbv9FMQqABzEZqegwyeByIDotht/Cv8oI2GxFPAlgFdH/fQzZB8ANLbUHl3gO80hDjxm2QCXSmPH/3kMrZsquPFZzZQX9eGP2CSEwlgBnQ2rNlHIpEmGPIRDJrs2tF0SKPg/qJp4oi9lPqDAHymgUJhmgaTp40esrFHCrqu4dgO8mBtmB5IJm2i0QRognfe2saYcUXk5oaYu2A877y5DeeA+iphSEKFKcYsqSNSnkBaGumYjhnWEIEMSaeNFa0P0prZzQWjv3zc9jnShUlpYBKNqW3UJTeSku0oJdGFiU8LAgpLpmixdrI2+hhzC64ABXuS72Kp1BHHPzKCKaFloCsyTgypJDG7iXarLuu4ua+JgZ9RwelMyjmbyvBsCv1jexwtzzeKK8f8F2vb/sm6tidI2I04SqJwcLpENgQRrYQlZR9jUu5ZJ12Ks4fHSMJzqjw8TgCECEDoepQ5AxK/BWsbdDpBpHC/zH1uVCtwKYSuRtOL+ncMrYDD982yQHaAsrLH6vxiPzCaILPPdf4GRKnbXyr6JaQ+HnwLQBsDcq+bWijCIBvBNwpsC6QF1PTL7v0okO+iWr8K4WshcgdCnDxRq6LiCKPKp3HKaRNZ9d4uVq/YRXs0ga5rzD9lPDU1rQQDJq2tCfIKQrS1JPo0rhD06ID5/Aap5BAV8usapqmjaWDbMGNWJVOmnnhOlRCCMeOK2bP7yOmzju2QTltYGZvtWxtojybJyw9x+TULaaiPUrOnpav3l2ZKKk5tIDIqSarVh6aDndJJNCly/G5US2KxI/4Gz9X9kOWjv3hcix3sja8k5jQhlcTU/Aeci8Cnh5COw97EKhYUv4/zKz7P3sQa9sZWsSv+FjG7EZsMA0sJVLQ6u3n/2J92PZJ2YjSkttGc3oGUNmWhqZQGJqELo0/X2K9HWFB0DQuKrhmAPR4eHkcTz6ny8DhBEEK4tVDG18Feh8qsAmcPIEAfC+YshDkDoQ1Heo/hOkCkcaXVDThErrhz+V3gKg0Ccg+IVsAB2QT2RtBLwLcUiLviG8IH/ovB2AZODWQEqHp3n37UGuynDuIPoPRKROjqAZ3t8UwgYHLqGRNZsKiKRCKDaejousY/HlnB2lW7KS7JoaQ4wprVe+loT6DUfqdJNzRMQ2DbqqupcOdzmtZd0c+ynK7HTJ9OOOwn2pbodwRMZLVMHMdBKY3qiaXc9vFz8flPzK+viy6fyxuvbjlilE9KRawjhWnqpFMWmYzrHE2bUcHcUyuIJWIkEmmSHZLCqg7yq2Kk283s9XTHVlKgm/IAqRiHTR3PkdjdytJRn6bAXzmMZzp8tNsNOCqNQOvRcdEx3ea/8RWUFV3PxJzFTMxZDHyCjEzSmNxKU3oHLZmdbIu+QVw19OGobgQ+abd1e9SvRxgTnsOY8MlVz+nhcTJyYn4reXicxAgtBL5TEL5Tjt4xhQa+U1DWSrd/lcrHVf+zcdMPO1P+sk6VyHd3VEkgNztzToIKgL0b7N+CXgXGBAgsBd95CGcdKn5vtthrHAgLZBxoGoDFTRC7Hxm4BE07OdIAD8YwdHJz96d5XXrlfKZOH836NXtpa43jC5g01EWZOqOSRDzF2lV7aGxsR9c0bNvCNHVsx0FlHSmp3JQ/f8DAMHQcR2IaBsGQSXt7EstyCIZ8JOJ96w2kaQLD1BBCwzA0cvOCnHHmZD7w4bNOiMa/h+O0xZMZV1XCjm1Hnsh3tKfQdY1g0EckEkApRbO2hoKz3iK3JkFmu5+gX8cIWwhd4lgCoYFyBEqCGbLR/c5B3RgUe5Lv8dddX+DiirsYHZ42bOc6XPi1CFJJ9MNMcRQSTeiknI5DnvNpQSrCs6gIz8KWGZrTu1AZm6QTPaj/1aGjAgSN3KE4BQ8Pj+MQz6ny8PAYGnwLIPMuOE+6jo8qANo4RGhClLg1UwDkgJZNEZM2UI8bfZLg7AZZ76oP+p5EhT4KwWvAqQNnh5seqOeCzAO1g/5FrRyQG13p9+BZgzrtEwXT1Jk2o4JpM1w55lhHioceeIttm+uJ5ASonlRGe3uSRCINQmAYGgVFYYQQxGMprIyDYeiUjspjzNhCtmedglGj82msb6epoQPpKAIBk3Tafc0NQ0PTdGzHQkrw+02mzahgxqxKps+qxLIkmg6BgI9Jk0ed0M7UgXzkE0v5jy8/eESlRikV8ViayVPLCYZ8bGx7ltebfkPK38HYpQFSyXLMkIMvx5UN1/0OytGQtobul4SKUxgBV0L9YOKykYf3fJmrxn6L8tD04TjNIUcphUJSEZjJCvVXbNIIKRBCoKEjhIZUDhJFQAuSY5b0Op6jMiSdKKYWwHFs0rQf0YZJOecM0dl4eHgcb3hOlYeHx5AgtFyI3IYSJqSeBCcNFLgRJZVV8dPKwb8M4v90d9Kyszkp2a9YGMBNHcz2yFJxSD/tOln+JRB6HyT/Bspx+3PpJWBVgPUq/VMKzEDiz6jAmYcV6TiZieQEuPr6Rbz39g7WrNwNKKonltLcFCM3N0hHRxLbVhi6AKnokGlCYT8lpTnk5Aa59n2nUVyaQ1trAseRRHL8JGJpNE2jtqaVDetqqKlpJZO2CQQizJwzhts+dg5FJd5K/8JTJzJjdiWr3tt1xHTJTMamqbGdzXvX8mb6D8TsZnRhkD8mxaiZHdSuzkU6Cmnr+MI26agPoSki5QkCRWl6e+tbxHl0z9e4cuy3KA1OHNqTHEIcZVObWM+WjpdoTG8hYbXhkHF/ZAaBjiZ0hHKj5rpmkGOUUR7s3Vk0tSCG8GPLFIbuw3b8vfa1Cmj5zCvw1Pc8PE5WPKfKw8NjyBBaISLnM8jAhZB+HZxtIIJgTASZgMxbnR1ND9qzU4bdj7uBxK3PCoDIdZUAnRawt7oCHIFL3bFUuytkgZXd1+bQWq5esDaAs921z+MQwpEAS5ZO49QzJhGPpxGa4M1XN7Py3V0Egj5isRTxWIqcvCBLzp3GsotmkxMJEI74jxhVklKye2czmYzFqNH55OYen1Lew4GmCa6/6Qw2rqshlTpYHr07SsFLz21gXc0bRBZ1kD/BRiobBJSdvgezMJ+mDblEd4conNhOsCRFIDdDoDDTY4TqYJKqlX/U3M2S0o9SnXPGiBOwcJTF2tYn2dT+LDG7EaUkaek2QBYIFBKFQimJQKALP2G9kDGhebRbDbRm9mBqQUr8EwkbRd3U8zShUxmazcb2ZzFFGJ0Ubizs0HuMT4S5suLb6PrIuj4eHh5HD8+p8vDwGHI0cwqYU7o9ppwGlNzjpu5pedkHlRtxIoXrTBl0pf8RcCXVAZQPiIFWCc4mdx8RAKcVRBqMOe4Y9h5QLfQ9FTAK9i7PqToCPr/RJQyx/OI5zJ47jm1b64nH0uTkBpk4uYyS0tx+yTlrmsb46t7Tr05m5i0cz7SZo1nxzu4jbhtLt6M6Gmh5pRR/QZJgoRtN0XRF8fQWCqe0YsV0NFNiBHtO9+uNDruB1xp/TcxuZk7BFSNKtntfYi07Yq+RcjoI6DlkZAJdGfi1MJZKYcsMCoUhTAQaPj3MqOA0olYte5KrSMsOlFKE9QIm5Z7NjPyLujmO0/MvpCaxmrjdjKH7ERIcpWUVAiWgUe6fwfLRnyPfP+aYXQcPD49jj+dUeXh4HBWEXgqhm1CJv4KWrU1Q0WxqoI/9qXsZupoSd5EVuJD1rhMkV4OI0OWAWZtBK8w6aD315TocnWmGHn1FCEF5RQHlFYeT1/cYCgxD54wlU1n57u4jpgAmUykKC+PE6oK0bsshWNhdElzTFf48N+LlI4JNGkl/5O4VcbuVVa0Pk2uWUZ1zev9PaBiQypVGzzgJQKLjw5LNaMJwm1njByEwdT8FZiU5ZhnN6Z00Z3aQsKMk7TYcLBQObeylKb2DdquB00tu6XKsivzjWFz6Ud5p/iNtmb0oIVFAQPiImCXML7iW6pzT8euRIT+/lB0j4bRian4iRsmIcmY9PDwOxXOqPDw8jhrCqIacT4O+DtgDWg6IOCgTiOOmAeqAD7QDe0hZIIrA2ggyilufFQEnRpe4hbNjABbpKFGKN1XxGIksv3gOv/nlC70qJmo6oDlo6Bh+h9i+ML0qYgoQSqBh9sOxEggESbuNN5v/QIGvkoIREJWxZYq43YzCQRMGCIVSqsshEkJDCNd6EISNQvYkVmDJJBmZ7Hb+CklStrGi5UFK/ZOZlHdm13NjwnMo8o+jNrmO5vRuTM1HiX8SZcFJmNrQN0qO262saP4r22KvELOaAUXYLGJB4fXMKrhkyI/n4eExNHjV2R4eHkcVIfxovlnuP3n/BYGLQB+HG5kyQZS5aX9KujrdMg7obsqgasONLAWzDlUNA+tV1UkRwnf8SUZ7nByEwn5OOW0CQhOHpOwJ4aonIhT+sINu6EeMaAk0JHb2LwP6uJygcEirBLayaEvv5bn6H1GTWDOgcxpKhNAR6CDc2iktK0ghlRt9PvB6aEIjbreQdmKkZeKwDqVDhhcafowtuzuyISOfCTmLWVT8fuYVXkNlePawOFRJu42n9n2HFa1/pc3ai00SmxRRq4bn6n/An3Z8asiP6eHhMTR4TpWHh8cxQ/PNR8v7GqL4T1D0J/DNAdKg0lkHKgoIMGdm66+yEx0tCPSlIWevR4fIzQhxcvap8jg+uPVjS8nNDaLpGrohEJorZ2/6dKRSGKYgv9JCCIGT0cmpjB92LIEOSiGE6Oq5pNPX97+DQxpLpWhIbuG5uh+xquVRbHl4NbzhxtQClASq0dBRWQ/Kp4WROFl5dQeUQBMGQb2AdqsWiUTRu/hHwmlmT+y9o3EKh7C65VH2JlYd1umrT2/gbzu/dJSt8vDw6AueU+Xh4XHMEUKgmZMg/ycQ+TT4TnHT/bQS8J8O5lRXWp00iDBuimB/akIORgdjESLkyR97jGwqKgv5xGeXk5cXQhMaAnAciW1LTFNn3MQ8ckuho04nmGdTUH34XkoaGggNpSQSx3WyEOj40PEddr8DUTgoFCknytq2x1jT9o9DojpHk8rQXHJ95QgECacNnxbCFAEyMunWWgnwiRBpGcOv5x62IfDBrGp9eHgN7wFLptgSe/mIaZl7Uu+yNfrqUbLKw8Ojr3g1VR4eHiMGTcuD8PUQvh5lb0WlXgZ7C8hm0IpAtoFW4Mqz94sgZNOeIADmbMj/L4SWM+Tn4OEx1Jy7fCYTp5Tz8F/eYvWKXbS1xTFNg9EVBZi5KRprTIzcOGPO2keg4PAOTmekysFGw3CdLDSEMPBpQRJOW5/qrCyVQDo2GiY18TWUBiZREZo1hGfcdwr9Y5lTcDmreYy65HpiThMKx12oET7CRgEF/jGMDs5gVHA6DcnNpJ2OI46blLGjYH130k6cmN3Yp21fqP8f/EaYytAcT8DCw2OE4DlVHh4eIxJhTITwBFCtoDIo2QrRu0HW4jpJfUUH3+mA4yoG+k6H4GVow1AP4eExXIwdV8Snv3ARjiOJtsbZuqWWdza/QX1iF+NLG/GP2Ys/t3eHyCKFKQKYBBFKRwoHQ/iQykEqOyvo0Df1TIcMMacBLamxK/buMXOqAEYFp1HgG0N9chMN6a2knQ5yzFKK/RPIMYsxtSAB3W0qPS5yCmujjx1xzLBRONxmH4KpBbKvwZGJy2b+sfdu5hZexWklHxxmyzw8PPqC51R5eHiMWIQQINzJjdBHIcO3QOwnoJrps3S6GI3IuxtXMbAQIXpvSuvhMZLRdY3C4hzGhveys/w9tPQubJXG6UOESSDINcvIM0eTklGSdpS0jKOUja0cDOFHKbdd7oGS7L3RLut4t+XPWE6CRSU3ETTyBnmGA8OvRxgbWcDYyIJet1tUdCNro0/QeysFwYKiG4bUvr7g18MU+sayL7W2T9unVQdvNd9Hxklw1qg7htk6Dw+PI+HVVHl4eBw3aMGLIO8b4DsT6MtKsg7hmxB6GUIf7TlUHicMa1ofpz61kbSK4XCkmqb90Y+QXsDUvGVcNeYezi//IhNyFpPnG41PC2YFLCR9dag6kVisjD7Eg7s/x+7Yiv6fzFEkx1fKvIKre92mzD+FitCMo2RRd04rvpW+T81cwZFVbX9na7tXY+XhcazxnCoPD4/jCs03H5H/XSj+EwTfz+ED7iYErkaL3HY0zfPwGHZa0nvZ1vFqVh79SA6Qhuj6qlfYKkNTejuG5qM8NI2zyz7JsvLPM6PgYkoDkzAGvPCgaMns4sX6n1KbWD/AMY4OS0o/ytyCa9Ewuz0u0CnzT+OqMfccI8tgTGQOc/IuP+J2rsiIi8Ti9YbfYMnUcJrm4eFxBLz0Pw8Pj+MOIQTCGAt5dyNDX4LEDyD9rCtkIUJgTIXwbWiBM461qR4eQ86u2Ntk1OGl07ujstEn1/2K2Y3s6HidSTlnURyoQhcGpYFJlAYmIaXkqdp72NzxfJfken9psXaxouWvlAWndDXhHWkIITi77A4WFl7Hipa/0pLeRUDPZVb+5YwKTT3mwg/nlN9JyCjkjeZ7DyP/Lg55fVrsnTxWczeXj74bXe+bkqOHh8fQ4jlVHh4exzWaGYK8rwBfOdameHgMO1I51CRXdTlKR2Z/JMsvwmiYxJ0Wnqv9AVU5p1MZnkOJfyKG5qMx44o8+ETYVfg7Qj+nwx1vW+xVtsfeYGLO4gHsf/QIm0WcWfbRY21GjywquZHpect5Yt9/si+1Dvd1FNmfnl/73fG3+cOOj3Fz1f+h6yPTofXwOJHx0v88PDw8PDyOExSSlN1Of+ueQGCrDB12PUpJ2u0Gtna8wnstD/JeywMkrDZq4qswND+F/kpUv8ffj8Tm2drvsy+xbsBjeEDEV8wFo/+NiF5ywKO9O9Nt9h4e3/f14TXMw8OjRzynysPDw8PD4zhBw8CnRaCP0tvuPiYmQSQWEpukbCfptNOWqSGarmVj9BmeqftvahJrCWg5lAemYwj/oOxMyXae2fc9WtN7BzXOyU6ur4wlpR9Fw6CvjvT2+Ku0JvcMr2EeHh6H4DlVHh4eHh4exwlCCHJ8xX3eXseHIfzYpA5Q9pNIMmRUjMbMNjqsBmqT66lPbaY5sxMhdHKNUegHCTn0D0WbXcPTtd+lLb1vEON4TM47h1OLP4BO32ul/rjrTjJ2chit8vDwOBjPqfLw8PDw8DiOKPVPQufIkSQNk5CeD4quGqwDVeNcJDZpUjJKyumgNbOXtsxefHoA2SWGILIKgv0TcFBIGlNbeb7+x8Sspn7t69GdRcU3ceHor9DXaZtFnL/u+fzwGuXh4dENz6ny8PDw8PA4jigKVJFnlGESpmdHxxU0UECH00iGWNczvan6OaRIyxiN6e2krPgBYhhqQP2rAGzS7E2s5NX6/+v3vh7dmZi7mLHB3psbH0hDejNrmx8fRos8PDwOxHOqPDw8PDw8jiOK/OMYHZ5Fga+CsFaEjg+BjkBDwzwoba9/jpDCod2updXZ1cOzArfvVf8iVhKLjbFneGLvf2HLIzUq9uiNs8s+SX8ihi82/oy65MbhM8jDw6MLz6ny8PDw8PA4jjC1IBNyFpPvH015eAbjI6dRGZrN6OAsRgWmouNHw0RDy6b7DVXfJYWOiV/LzaYD9m8KsSX2As/Ufn+IbDk5KQxUMj/v+j5vb5PitcZfk7Dbhs8oDw8PwHOqPDw8PDw8jjvGhRcwNW85IT0fgcKvRQgZ+QT1PAzdJKQXoJCIAUSWesMhjaYMBDpjgvMo98/MOlhHRiHZ3PE8bzb8HqkG1lzYA5aU305FYG4ftxa0ZfZSm/Tk7T08hhvPqfLw8PDw8DjOEEKjKrKIM0puY37RdcwuuJyFRe+jMjwXgcCvRTCEiSF8DPVXfUq1YwiT6pwzuG78Dzi37F8wRZC+RMQUDm+0/I7fb/swe+NrhtSuk4krxnwTg8ARt9MxsWSaLR0vkbBbj4JlHh4nL55T5eHh4eHhcZzi18OUB6czJjyP0sAkgnoeAg2FRBMmphYkqOVh0jenp68U+MdRHpyKEIKZBRcxq+AytH5IsLfZe3lozxd4veF3KDXwRsMnK6buZ3n5lznSa6qQODJNXWIDz9f+mBUtDxOzWrxIoYfHMOA5VR4eHh4eHicIlaE5BI18LJVAw0AqG13T8esRTEJDcow8s4wxoTkU+au6HptfeC3lgWn9Gkdi81bLffxt1xepS3hiCv1lUt6ZnFXycQ6nAOnW1ekgNFJOnF3xt3ml4Zf8eecnebbuh+yKv4ujrKNttofHCYvnVHl4eHh4eJwghM1CJucudeuohMJRDpaTRiobhUTH168msj1RGVrA9PwLMbT944SNQpaWf4qgKOjnaJK9qRX8ZfdnuH/7x6nxUgL7xbyiq1lUdBOmCKJhoOPPvsauQ+VgYakUadXx/7d35/FxV/Xi/1+fz2f2yb4nbdMm3fcNKC1lh5ZaUITrBnpBEQRR8QfKcvGyXEUWFb9uKFevwL2CIKKIyNLKvtRC933f0zR7Mpn9s5zfH0lDQ9NmmyRN+n76iHRmzucz78/JZDLvnHPeB5skCpuIXcfWptd5o/LnvFf1P8Ss0EBfhhBDgiRVQgghxBAyI/tSpmQtJujKw9B0LJUg4URw6S5yveWMCs4hzSjoUXKVrhcyJ/8Ksj3Dj3os1zuKi4b9By7N3+3zKmxqktt5bv93eLXiIeoT+7p9jpPVnLwvcVruF8lwF+LWWzaFVthYxFv3JXMABwcbhd0yJZAETVYFqxv/zO93XMGrFQ+QsKIDeh1CDHaugQ5ACCGEEKnj0j2ckvt5xmecT0VsLVGrAUc5ZHtGkObOJc9bxt7wKlY1/Inq+A4sFevSeXVcnJL3BYKu3GO2KU2byYVFt/B29a+J2PX0ZJ+sLc1L2R9dTb63jFHpcxmTPu+4z3kyiVj17Gpext7Ih0TMOnyudEb4ZzIh83xGpZ3GuoYX2NT0Ks5xNnn+OIs4W5r/yd7ICi4svJXSjFkYmnw8FKK75KdGCCGEGGI0TSPDU0CG58IOHy9LPw1Ng62ht9gfXkFMNR73fDpuRgVPoygwvtPnHpd5DrneUbxV9Wv2x1bR3cQKFBG7hmi0nn3RVbxf/VtK/NOYnfNZhqdN6+a5Br+EFWFr8xvsan6X6vhOEk4YoGWKZwIORjewtfl15uVfg6G5u5VQHSnmNPJC5fcY1XQqM3I+zci0U1J5GUIMeZJUCSGEECcZXTMoT5/LsMBU6hJ7qY5tZVXdXwg7tShUS4EDWkaO3HjJ9o1keLB9cYrjyfWN4pLh9/L3A3e1Jlbd1zJVTSep4uyNfkBNYgczcj7N9IzLenS+wcSyLNY1/o01Dc/RbNdwdGKq4dXSMHQPlpOgMVnJ29W/bqv82HMOe6IraEweYH7hdZT6TuvFuYQ4uUhSJYQQQpykvEYaJYHJlAQmMyHzAlY3/JWtTa8Rc5pQysFnZJPvG83Y9LMZnX5Gt6aFuQ0fnxx+H69U/pBd4fdb1/d0jwa4NC+WSpK0I6yp+ys14T3ABJ7e/Q08bj/Dg9OYlLWQLHcJmtb1svGWkyBstSSRaa483Hrn+z71h7gV5pk936LROt66MkVChfGpDFy6B8exaTZrWvcl0+j+6OCRbMJWHavqnqOoaGovziPEyUWSKiGEEELgc2UwN/8qTs39Ao2JChJOGI8RIN1dgM9I79E5XYabi4ffze7m5bxd/RuazIPdSq5U6/90DBQOUaee7eG3GMkEGsx9KMfkUGIDK+qfxqelke4qJMs3jEkZCxiV3vEoi60s9oY/ZH90NVGrEVAEXNkM809nVNqp7aoaDoQX9t/VSUJ1mMJ04viMDNAslONgY7amVDotiVXPkisHm8bkAQ7GpBqjEF0lSZUQQggh2rh0D3n+rk3z66qy9DmMDJ7K5tAS3q9+nKhT28UjNZRqSaxsTEChdZgoOMRViLgZosbczu7mfzEq7XQuKr4DwzDaWinlsLlpCXsjH+LW/KS78gCNmN3IltBSonY9U7I+ga4ZHTxH32uMV1CV2Nzl9g4mjrLabhuaC1PpgE1vRqwUDrYyiVh1PTpeiJORlFQXQgghRJ/TdZ3JWRfxxbJHyXQN69IxLZP5VOs6oa4nCBYJdkfe5/3a32E7FmGzlpr4btY1/J11DS/QGK+g2aymIXmQuBPCZ2QSNHLZE17OgehalOrNuqTucZRNXWIPFdF1vFXzCA5d35BXtY5WWU4SBxtb2Whto1Q9vYbWKZRKw62nZsNoIU4GMlIlhBBCiH7jd2dyWt6VvH3oNySJdDodUOGgelBB0FZJ1ja8wM7Qv4g59VgqiYNFS8KhgXn4nHrrZrk6NhYV0Y1kuAvI85VTHpxLjm8k2Z7hfTJ61ZA8wJamf9KYrCBuh6iMdn2UqoXC4siS+B5cmgdLOa3X2nN+dyZ5vjJ2sKFX5xHiZCFJlRBCCCH6lcfwk+0bTtRqIGY3olTLOh6H5FFtdVworB5VtbNJ0GTv7+CRI5O0ls1wD6d2SWVSm2ymNrmLXc3vU+yfxLDANCZnXUTAld3tGI4lZFaxtv6vROwGMlyFmE4Ml+bBVD3fhDepIrg0H149DUdZJFT4iEe7Oh1Q4cJNWdocstzDYJAmVZaTpCl5EFs5uDQPFbG11Cf2oWsGfiMTt+7Hpbnx6AHS3YVkeUta1qcJ0UOSVAkhhBCiX/mMDIJGDlnu4dTGd9Bs1aCjAZ7WEaWW5EpDR9N0DGVgYdO7qnbdpTBVjJrEbtA0bJVkdu7nUlYlcH9kFc1WLXmeMtA0onYDXiONmNXYq/NaKo5L85LtHUHSitNsVWPoLmwniUWi0+TUhZ+y9LmclnclujMwa8u6K2lHidiNHIpuZF9kFZWxjcTsEKiWqaMWZuuIaEevHw0XHtLdhZSnzePUvCvwGjLtUXTfoEuqEokEc+bMYe3ataxevZoZM2a0PbZu3TpuvPFGPvzwQ/Lz8/nmN7/JrbfeOnDBCiGEEOIo+d4xpLnzSNjNlKXNJe40EjbrsUmilCLuhMl0FRFXzVhOAo8WpCaxg5jT0I9RaigUCbsZlKIusZea+A5KAlN6fWbTiXEotpWAkYWmHVF6Q9MAA3q4ge9hSSdKwo6Q5yvDSLpx614idh1xqxlTRXFwaNk++PDolY5XD1LgHc+krPMZk342hu7CdLq+vqs/xe3m1v25KtgaepOK6DoiVh22SuDgHLEGryujcwqLBA3mPlY27Gd789ucV3QTpcFZ3SrRL8SgS6puvfVWSkpKWLt2bbv7Q6EQCxYs4IILLuA3v/kN69ev5ytf+QpZWVlcd911AxStEEIIIT7OawQZl3EuGxtfosHcT8CVRaaniLjTjOnEW6aeeYezJ7ycqN2AUpDhLiaRaO7XsarDBR+arRpyvKXUxHemJKmyVBJHWXh0P9Dy0d9vZBE1mzAwsHuZVCkcTBXDViYFvtFMyLyA+uReYlYYv5FOnq8cHYOkigA6ASMLvyuDgJGNpp14NcySToykHaEmtpPt4bepjm8nYTcTd5pBtYxotozCHe43Da112mj3KELWQZYcfJBzi25iTMYZqb4UMYQNqqTq5ZdfZsmSJTz33HO8/PLL7R578sknSSaT/P73v8fj8TB58mTWrFnDww8/LEmVEEIIcYIpCUzGYwTYH1lFXWIPlkoQdOUwPDADQ3OzsfFldM1FtnsEumaQ4xlBwJXJwdCWforwcPqmobDRcWGpRErO7Nb8eIwgCbsZr5EGQLq7kNr47tbqfb2jUCjVMmJVnj6P4cHpDA9O7/V5+0tzspptzW+xq/k9msxDOMpGxyDhRNA1DY8eJGY3te7Ldbi/NDSMtml+Pdls+rCoU8+HtU9S5B9PmjsvJdckhr5Bk1RVVVVx7bXX8vzzzxMIHD3XddmyZZx11ll4PB9t2rdw4UIefPBBGhoayM7ueHFpIpEgkfjoTTIUCgFgmiamOfDD3odjOBFiGeqkr/uP9HX/kb7uH9LPPZOpDycjbRhRXx1JFSdo5GLobj6s/SPK1klzF4J9uDi4QZ5rDC5/OiagO/4eFw3vDh0vPicbyzIJaPkp+h5rFLknsy3+BiYWhubCSyZBLZ+knUDrZgn5o89uoGtucoxRFHum9jjmvnhdK6VoSFawM/weCSuEx0jDp6dTb+4mYtbRlKghbFdjk6TjPvCS1EyU0nGTht22XkpvLQafmpG2xlgl+0LrGZsxPyXn64y8h/Sf7vZ1V9tpSqn+HUnvAaUUn/jEJzjjjDP43ve+x549eygrK2u3pmrBggWUlZXx6KOPth23adMmJk+ezKZNm5g4cWKH577nnnu49957j7r/qaee6jB5E0IIIYQQQpwcotEoV1xxBU1NTWRkHLtC5ICOVN1+++08+OCDx22zefNmlixZQnNzM3fccUfKY7jjjju4+eab226HQiFGjBjBggULjttx/cU0TZYuXcqFF16I2+0e6HCGNOnr/iN93X+kr/uH9HPHlHJoMCuoie8gZjXi0QPk+cpRSrEl9E92h5aRVDFcmhevkYbCxlJJNKVRnj4Pn5EOgKMcmsyDhK1qkkmbjG0XcrD8SUy9uU/jN/CS5Skh21vKuPSzKA2ektLiBUk7wr7oag5FN5FQUWwnScg8RMDIImzVkbCbidnNKGycLlY/9OtZTMv+JDNyPt3rvbVS+bq2lckbh37O7vDytnVQNonW6+opDR2jbU+uj6b/pcakjIWcXXRjys53PPIe0n+629eHZ7F1ZkCTqltuuYWrr776uG3Ky8t5/fXXWbZsGV6vt91jp5xyCldeeSVPPPEERUVFVFVVtXv88O2ioqJjnt/r9R51XgC3231CvahPtHiGMunr/iN93X/6s6+XVW/lv3e8xt5IDQBj0ov4yuhzOT1/XL88/0CS1/RHHGWzpel19kVWYakkLs2NrUw2hl8kYtYTc0IoveXDsEWEuGrAq6Xjc6URtmupSKxhbMaZOMqmNr6dkHUIQ/OguVqmd5l6M8rofFpOyz5XTuu/3eS6R6FpeutanSSarmM6SRxMWpKWlsTFwEOJfzylabMZEZxJvndMyqvBud1ZTPSdy5isuSTsMDou9kdXsyP8Dn49iG3F8RheknYUDYVGy65aH22G/NG6Lxc+RqXNYXbOZykKpPZnLRWv66roZvbHV4Bh4db8JJ3Icab4dd2RKZQilVPndLIDJf3+8yzvIf2nq33d1e/HgCZV+fn55Ofnd9ru5z//OT/4wQ/abh88eJCFCxfyzDPPMGfOHADmzp3LnXfeiWmabRe/dOlSxo8ff8z1VEIIIVLrh+v/yvMVH7a7b03jXr618nE+XzqPmyddPECRif62L7KS3eF/EXTlto04NSYPEkpWkVTxDiqzKRIqRMJqSS5CZiVRsxGbJM1WNV4jDQ2NhngV6V14fg2dkcHTGJN2JrZKkuEposA3Fr+RSWVsEx/WPUmzWYejTDzuAChwsIjZTWjozM2/hjEZc3Fpvj4vre3WfW37X43NOAu/K5O94ZUYyb1EzTqSug8dFz5XBh4tgFsPYjoRDM2N35VNoW8spcHZpLsLTtgy4HvCyzFVHLfmQ+G0lnU/cVegeDQ/ZWmnD3QYYhAZFIUqSktL291OS2uplDN69GiGDx8OwBVXXMG9997LNddcw2233caGDRv42c9+xk9/+tN+j1cIIU5GLx5YdVRCdaSn973PKdllnFU8uVfPs6Z+D8/sfY8toUoc5TAymM+lI07lnIJJ6PqJVw76ZGQ5SfZH1+DSvW0JlUJRl9iNg42GdpyP0w4OSRw0dkeW4zPSsJWJ5SSJO6G2qV6d08hyFzM5e+FRjxT6xzMqOIddkWVEzYaWURNl4WDh1v1MyryICZnnDkiComsGpcFZDAtMI2LWonDwGZm4dV+vp/MNpHjrfl+6ruOo1E3R6xsa49LPI9szYqADEYPIoEiquiIzM5MlS5Zw4403Mnv2bPLy8rjrrruknLoYkpRSJB2LLU0VHIw2kO7xMzNrFAG394T9K6UY+n6y6e+dtvnR5r/3Kql6Zs/7/G7n60TNOJqmo1DUxEOsbdjDipJZfGfSJdQnw2xsOsDBWANuzaA8vZAJGSUEXEdP9RZ9I2rVE7HqCBofzRSxldk2CtS1dS8KR1lE7Qbcmg/DcONRASzV9Zp/EasBpdRR74uG5mJy1iIyPEUciKym0azEUTaZ7iLGZpxFiX/qgL+XGpqLDM+xly8MNhmuItA0bGWha0brxsMnppH+0zg173MD/hoQg8ugTKpGjRpFR0ULp02bxjvvvDMAEQnRP6piTbxYsZJ/VKziYKy+XTlhj2YwMpjP18ZewJkFE+WXgehXpm0RcTrfw6cq2bUFvx3ZHjrE/+x8nZiVwK0ZWK0/ARoaMcfkzweW81rVBkynZSQjze0nx5NGnjeNsrRC/q10DoX+LCzHRtc09BNwk9Ohp/37kGpdF6S6OO3LrfvRNPDoAbLcwzmY3EiSSNeOJUBj8iDNVjUZ7sKjHnfpHsrS5jAiMJO4HULTDAJG5gm5+e1QMDpjPhua/kHMbsSj0tA1A0f1tLCEhhsfFsmUFqYAGB88n/lF18r+VKLbBmVSJcTJaHvoED/e9AIbmvZjdjB1IqlstocP8d3Vf6AsWMDdUy9nXOYwjON8QFBKURVv4kC0DkcpCnwZlAbz5MOm6Lb6ZNc+6PbGs/veJ2ImMDSNhLLaPpY7R3xAbzA/iiNsJ6iJh9hnuNkTruFAtJ6x6UXUJEK4dYPJWSOYmT2KAl9mn8d+sgm4cggY2cTspra1QobmwWekE7KrOpn+d5hGsnXdULNZQ21iDw4mGl1ZNK7h0f3omk51bFuHSdVhLt1Dmi4foPtajmcEU7IWsar+ORJOMxpGB6OWLSn3sWm48YMGHt2PZZtHHNPZscdn4GFG9mXML/xqj88hTm6SVAkxCMSsJI/vepPNoYoOE6ojKWBXpJrvrPoDXx17PotLZrI/Wsey2u3sC9cStmNYtoOpLKJ2Ao/mRmmgaxp+w8P4jBIuHjZLPmiKbknaXV3n0nPbQ4dwcLBbPzc5XfgAZeMQsZNEYnXsj9Xzfs1m0gw/fpeHD2t38M9gLl8uP5dJWcP7OPqTi0v3MCI4g01Nr5Kww61FJiDHM5LmZE2XzmHgIenEMLCw2yrzdY2Gjkv34jcyidpNPbsIkVKapnFq7hX4jSzWNrxAs1mFUhoGHnTNhU7LejFDM1CAqRI4quV9ReGgcDBw49YD2CpJwg5jaC4cdbhmY89HrPI945hf+FVKg7NScKXiZCVJlRCDwNbmg2xq2k/S6foH17pkMy8fWM2bhzayN1JDbaIZU9kdfixxoZPpDpDh9lMRracuEeb6sReQ7van7iLEkLaj+WCX2mUYvXhNKdWlROqow44oPx1zLGJOM5hgoHMw1sD+SB0PzfoipUEZrUil0uBsIlY9+yOrCVu1uLSWNW1p7lyazVosYsc4Umv9gK1QqB6U3W75oJ7vHYOjmXh0eR87UWiaztTsi5mUeVHL3mV2I5meYtJdRThYLcmw5sXBojq+nUOxzYStWoJGLmGrlpr4DqJ2Aw5ebMeLR/cTt5tbfqa7/d6gk+MexRn5X6EsfY5MmRe9JkmVEINATTxEkxnr1gdKB9gRPkTSafnrnaWOfbSFQ70ZptmKk+n2s7x2G9OyRrCwZEavYxcnhyd2vd2ldl8fe3Qltq4qyyhkY3NFj4//OBuHmOOwJ1LDf655ht/N/RpuXX4tpoqhuZmUuZBC33gOxbYQtRvw6WnMyrmcZquOFXV/pCaxg/YfhjV0XLg1H6aK4cJDsl3ypfHxdVrtaRi4GRaYTNCVTdRpIM9X3ifXJ3rO0F0UBSZ87N6PCsnoeCgJTKYk0L6ojVIOzVYNtjJJ2lGq49vYF1nFweh64k64da+xjmhoGHi1IDnekRQHJjIxfQE5vlJJpkTKyG8PIQYBXdN6NFU8YifQ0dA0rdOETAFJZVGbbMZjuXipYs1RSZWjHCqiDTQkw9TEQ1TFm9CAYcEcTs8bh0c+kJ6UbMdmaxdGqnTggmFTevw8FxVP5+WKNdh0vfpbVzgotjVX8ostr/D/TVwsH7JSSNcM8n2jyfeNbnd/MTA6bR7/qv0DG5v+QcJuGWk4vM7GViaG5kbXXOAcuWbm2DQMfHoaRf5JpLlyabarGB6YSY6n9LjHicFD0/R26+MK/eMYl3EuMTvEweg69kVW0ZA8gO0k0TU3hubFZwTI9pYyOv0MSvyT5edb9Bn5BCTEIDAikEeay0vYjvfsBN1IyBSQcCxWNeyiIlxPVCWoT4RpSkbZ0XyIilg9m5oO0JCM4CiFWzcI6B5K0nK4bvQFzM4t77CEsRi63qneTMcTS9tLc/lJM3w9fp7xGcOYlDmM9U37e3yOY7FxeOXgGs4unMTsXBnZ6A+G7uL0/CvJ95WzPfQmNfGdrQUMNNLceeiam6QVI+lEWzeKPb40I58c78iWdTbYlKfNY2zG2YN6byfROa8RxGsEyfIUMymr5yPhQvSWJFVCDALlaQWcnj+WFw6s7PIUQA3Q0Vv+ttuDokgJx+KK939Gni8Dt6YTMuM4jkNCmUTtJAB6awUvvw57w7X81/o/MzNnFGkuPyWBbKZnjWRCJxUIxeBmOTZ/2f9Bl9rmeoK92pw30xPgkuGncCBaR4MZ7fF5jqXZivLywVWMTi8kyxNM+fnF0QzNzbiMsyhPm0PEaqlCqqGh6waNiQOsbfgbMaeRuNNEx6NVLbf9WhZnFV5PwJXVOppRTNCV/fGnE0KIPiNJlRCDgEs3uGHcAnaHq1nbuK9Lx2S6A4TNOC5N79IoQkdijsnBaD0aWtueQIdpgI3CdkyqkyYuWtZxra7fw2m5Y9jQsJ9NjQeYmz+Oi0pmSGI1CMWtJM/sfZ8D0TryvZn8W+kccnzp7dpsa67kUKypS3n7BUXTeh3T/IIJPL//Q5rMWGsZg9RxaCkNvyV0kNPzxqbwzKIzLt1Lpqek3X1BVw71yX00m9Ukks0oHA7XefuIwsBNcWAio9PPkBFyIcSAkaRKiEEi25PGI6d+lYc3v8hfDnxw3A+TuZ50ytLy2BOuJWLFMZSG2cNys/ZRH2JafPyew3UJK+ONrKjdyYKSaUTsBO/XbGV4IJfp2SPZFqpke3MlbTWxxQnr/21+kb/s/5C489HC7//b8zbnFU7hP6dchstwYTk2LxxYQX2iudPkxqO5uHLUGb2OK8+bzmm5o9kTrsZRiqQyU7bCStFSCbMpmfpRMNF9huZmStZi0t2FrKz9E4cSm1oTq8MOV/kby/zC6yShEkIMKEmqhBhE3IaL26ZcyhfLzuTHm//O6vo9xB0ThcKjuSjyZTIhcxiTs0qZmTOKTY0H+O2Of9Jkxnq5LWL3VCQaeOHASi4tPZWGZJS3qjbx7J5lbG6uIG4ncSuDLzOen215ievGX0iGJ9BPkYmuuHfds/zj4Oqj7k84Fq9UrsFxHO6e/hme3vserx5cS8ROHPd8GvC5kXMJeFJT2vqikhm8XrURRzno6FTE6lNWvGJ53Q4UcEbeONJSFK/oOZfuYXT6PEYGT6EmupvVjX+mOrITgELveMZmz2N8xvkE3TkDHKkQ4mQnSZUQg9CwYC4/PeXqttuWY+HqoPLeuPRi0l0+/m/3O+wOVxNXxyo3m3p1Zpg19Xso9mfzauVabMchyxMg15eD4QDN8NahTeyL1XHduAsZHSzAxEEpRZrbJ9MFB8jrles7TKjgo6V5b9Rs4ryqLTy1+73jJlSH1/VNzBjGtWPPT1mM5emFnFUwkSWH1mHgkO7yEbXiJDtIrFpqyaljFlr+uIRjsaxuO99a8Tg/P+VqSaxOEC7dQ3HaeIrT7sQ0TV7a8hKXjXwIt9s90KEJIQQgSZUQQ0JHCRW07GB/Qck0zimazIbGfXxYt5O/7FtOnRnpl7jWNOyhOtZEUzLKiEAOSoN6M4xht0zTabZiLK/fwdoP9uHRXQRdHgq8mRQFsplfMJ7zCqfg0qVyV3+piNTzw/V/Pebjh0c6Tcfil9teoS7ZfNzzuTWD0WlFfGfSJfgMTwojhevHXUjQ5eXNqo3UJ8KYOOi0rIvSADd6y780DZdmYDmJLo3UenU3Ohrbmg/yq+1LuG3yp1IatxBCiKFJkiohTgIu3WBGThkzcsq4dPhpPLz5Rd6v2UrsGCNXqZoqaKPYH68HYHekGgMDXdNQTsvZrdZCAzEnScxJ0mRFqYo3sTtSzer6XbxXvZXvTLqYdLdMD+xrcdvkJ1v+TsjpvGy/Aipide1qsR3+95GvG0cpLiqezvjMko+fotc8uotrxpzHguJp3Lv+z1RE6/FoBqZt02RF29YCOgo0DebkjOPD+u3HLdriQsdWDpZSmNi8eGAll5TMZlL28JTHL4QQYmiRpEqIk0y+P4Pvz/gc20OVvFmziY0N+9keOkTYiuHSXXjQCTvJPthgFRxsUODh2KNPNoq43ZLsvV29mbid5LZJl5LjS0tpPOIjpm3x0Ibneb9mW5ePOfLVoY7475GJlcdwcX7x1D6dyhkyY+R50yn2Z7OmYQ/NThynNVnX0ch2ByhPy+c/pl5KzEzwrZWPU5VoOuo8rtbtB5LKarsvoSyu++BRTssdw/emXU6OR16DQgghOiZJlRAnIZduMDFrOBOzWv4C7zgOSw+t542qDewN10CymYTd8uHyyOpv/SWhLBxL4eDwbs1WIuv/xC0TFlOWXtjvsQx1ETPGV5c9ys5odbeOOzJ5atmvTLXer6EBDop8bybZ3r7d78lSDqZjs7O5ipAZQ0fDa7Sss3GUat00tiWmsoxC/n7ubdQkQvzHqqdY27SPDN1HxEmgUFgdjGIllc17tVv59oeP88ip18gaKyGEEB2SpEoIga7rLCyZzsKS6S0b/Domj+16i2U1WzkQre+0ultfOFwC3lY2K+p2csMHv+O7kz7J2YWTZJ1VijQno1zx7i+pSjZ26zg3LXufHd4nSqHaEqvD92nAnNzRuI+x3i9VcjxpHIo1UhVvIujyYmg6cdsk6Vg4yqHZjLGj+RDeI+LI92bw2VFnsG19JVEn2XYNx6KArc0Hee7Acq4qP6dPr0cIIcTgJOW1hBDt6LqO3+XlujHnc9vkS7l27PmMDOS1To4aGApFgxnh/o3P89jON2QfoRRQSnH3uj91O6ECsHBwPpaEOG0JVotMd4Ary87sdZydyfOk0WzFWp5XQV2imZAVI+6YJJWNjaLRivKb7f9sd9x5BZMYHsjDao28szWECnhu7/I+ugohhBCDnSRVQogOuXSDKVkjuGLUfJ6Z/22+N/UypmeWUuDNwNP61qGjHXN9VCpTsMMf1sNWnDerNvG3AyuwVWrXfJ1s9kSq+bBuV4+O7SwBCRpevlx+DsWB7B6dvzvqzQg6Oj7dRb0ZPmYhiucPfMC/jlgzZhgGN09YjEczulyU5VAHa7GEEEIIkOl/Qogu0HWdi4fN5hPFM9kbrSFmJvj7gVW8V7eNZjMGSsN0LDQ00gwvYTvRhb/9d5+DYnv4ELW736EhEeaTI05hVDAfTRu4UbTB6p3qrZjK7tYxbgwcVOt6KtWWwGi0rFoyNB2v4ebKUfP53Kh5qQ+6A17djUc3iCntuK84B7hv3V94/rxb2wpnRO0E+d5MquNNbdNNO7Ps0BbmFk3ofeBCCCGGFEmqhBBdpus6ZWktxSImZZdSnwizsn4XcSvJ7kg1/6rZTpMZbZt61VcazAhP7X2XFw6sYErWCD47ci7z8sdLctUNPZlCaWJj0JK8aJqGS2lYOGi0lDjPcge4YtQZfL5sfsrjPZY8Xzqj04t4K7qp07ZVZohXK9bwieGzWNewl6WH1mHoGhluP3VmuEvP9731f+L3aTcwMi2/t6ELIYQYQiSpEkL0WI43jQuLp7Xd/vzIJt6t2cJrletZ0bCrD8aqPqKAZjvOsrrtfFi3k7EZxVw56kzm5o8l3S0V2jqT6fHj0ox2JcS7wkZhoKPUR6NUAF7DzblFU7i0dE6KI+3cxcNm8WZV50kVwM+3vsLwYC6vHdoAwMSM4WwNHaTBDHdpE4GwHeepPe9xx5RLex6wEEKIIUfWVAkhUqbAn4lbd7Guad9xE6rDq7DcrR/JNXq3BsvCYXOogrvWPcMX3/8F/7fzLZqTsV6cceibkzuWLE8AvQe/BhQKt+5Cb51Gp6ExJr2Qq0efja+1nHl/OqNgAnne9C61DVsx/m/321TFmyjyZTEskE1pMJdMV9c2mFbA8trtvYhWCCHEUCRJlRAiZRK2yf/seJ2EY6Gj4dJ0jNY9go40zJ8LQHEgmzTDS6rKWjgoKmON/Gr7Eq5Z/ht2hapSct6h4O2qzTy08QXuWP0UD2/+OzWxJk7NHY2nB+XpW9ZVabi1lmP9Li+XDT+N7AHcHPe8oildaufWXWwLVZJ0TFy6ga7pjE0v5uyCSV1+FYZMSdiFEEK0J9P/hBAps6xmK9WJENBSGVBDQ9M0dFo2YrVbJ1g1W3EATskZza5YDdtClSQOl8BOQVU/B8WeSA3XLP81Xx1zPpcOP5Wg29fr8w5G25oqAXho09+IY+PSNBzg+f0rUMrB7GF/m8rGUQ46GucVTuHcLiY1feVLo87kuX3/Ou5aPg1waToJxyJpm9jKwdB0NE0jz5/BlMxS1jft6/S5bKfv1gsKIYQYnGSkSgiRMofiIRzVUrjg40Uj9NbkCiBitfylvyYRIs+XwZfKz+ILo+YT0D24j1GivScidpJfb1vCNz98jHeqN6fsvIOB5dj8o2IV/7H2jwDYykEph4idJGIniDsmCdWyha+Bjqu7vw6Uwqu7WFg8g/+YfOmAb8ic58/gilHH3xdLRyNqJ4lYCeqSEQ7FGts9PjG9pEvPpWkaB6J1PQ1VCCHEECQjVUKIlMn2BtE1DUt1vKJKay3GneEOQAIuKpnB6KxihvlzWpMwxd8rVhI248QcMyUxJZXNxtABbl/9FBPSS/jE8FlcMmwmHsOTkvOfaEzH4sPanfxxz3usa9yHbbeMqsQdi6TW8QiLoenYym797nTOp7mYkTOKS4afwvmFU9D1E+Pvc18bdwFhM8pfDnx41ObEBhoOClvZoGx2hauoiNQzKXMYU7NLcWkGB6MNXXoeQ9NZ17CX4YHcvrgMIYQQg5AkVUKIlDkjfzwZLj/1ZgRHKfQjRquUctr2OLqgaBrsSDIvfzxu90eFDb4y5jyCLh/vVG9mb6SWsBXv9l5KHVEoTGWzPrSf9Zv28+i2JZxTOJlrx5xPvj+zw2Msx6bJjKJrGpnuALqmE7dNwlYcj+4i4wSsMHgwWs9vd7zG29WbiVgJHNQxN2c+TNEyiqjQcbrQ12m6h5+echXTc8pSFHXqGJrOzZMuQdN1Xq5YTcw2AYWh6UdNC1RAXJmsbdxLwrEo8GeyrmlPl55H1zQ2hyr4xLBZKb8GIYQQg5MkVUKIlElz+fjcyDN4dMdSbBwc1TLlCmjbKDbfm8Hi4bNYt+NfRx3v0V18sexMzi2azI7mKqJmnLhjEjZj7AnXsLx2B3Vm+KhRiO5qtGI8X7GCD+p2cEXZfM4smEixPxtoSaZW1u9iZf0uauPNaJpGvjcDj+6iPtFMxE7g0g3GphczJ28sI4N5XXpO07Z45eBa1tTvxu/ysKhkJpOzR/T4GqJmgpcrV/NKxVr2RWqI2klMZXWpLPjHKaUwNA1baRi07D3VkYDu5oGZV56QCdVhLt3glgkXU+LP5oldb5GwzaNGPY8ckbNR7GyuYmQwj2Y70aXnSDoWq+v38E71Zublj2/bTFgIIcTJS5IqIURKXT36bGJ2nD/ueZ+EstqSKQ0o9mXxX9M/x/BADuuOcbymaQwP5HY4tSrpWLyw/0NeOLCSneGqXo9iVcWbeKViDfuj9Swsmk5SWXxYu4Nd4Wq8hpssT4CEbfJW9SZCZoxRwXzGpBeRdCxW1O9kZ7iKfyudw9j04mM+R1Miws+3vczLFWvaJSt/3r+cUcF8fjr73ykO5LQ7ptmMsTlUwe5wNZXRBmKOiRsdv8uDoRnUxZr5Z9V6Ik7XkoDO2Di40DE0naDhJWLFW6bKtY4sujUXc3LH8L2pl5PtDabkOfuSrussLJ7OtlAl+yO1bAgdAD4q3f/xlDGuTF6r3NDlVD3g8hJ0eXn54BpQcGbhxNQFL4QQYlCSpEoIkVKapvH18RfxpfKzeGLH22xuriBgeDivcArnF0/BY7gxzZ6tl/LoLi4vPZ0zCiawom4XSw6uYXX9bpI9Gp9pGaXYEDrAhtAB/rx3GemGj4SyyHQHmJQ5gjSXj5p4CMuxyXT7aTKjtKwJ85Owk2xo2Me2poPMyx9HrjedAl8mWZ4go9MK8bs8bG2q4L71f2FLuPKo53ZQ7IpU89Xlj/L0/JtIdwdQSrGibhd/r1jB7nANNYkQYTOGpRwUqk82U9YATbWMThnouA0X6XqAQl8m07NKmZ4zipnZZeR4B65cek9keALkeNPY0fxR32ut66o6kqBrmyDrQLrLx9j0IuK2yfu125iZU4Y3hQVWhBBCDD6SVAkh+kS6O8A3Jl6U8vNqmkaxP5tLhs/m4mGz2B46xC+2vsyahj0kVNc+GHfERtFox3Ch0WhG+aBuOzE7QciK4TXcBAwPDckIlbFGYnaS6ngTjlLUJ8P8vWIltlKku3wtG8oGc5iRNYrXqtazPXz8vbJqEs38fsebfKHsDF6sWMnLFWuoS4aJWYm2Ub6+pAG6rqEUeA032e4AZxRM4JLhswd1IQaP7mJ2TjnvVG9pu6+300ahJTFrtuLsjdQxPqOYA9F6doWrmZh27NFKIYQQQ58kVUKIQUvTNMZlFvOL077CjtAh/mf76yxv2EG0tUhDT1goLMdEA1Y37CHXk06WN9Cy35amcTDWQMI2W0arHIvaRDMe3YXfcFGTCBGx4lTE6lles52YbbbtzXU8Sw+tQ9M0VtfvJmzFSVhmvyRUBhqGbuDV3QwL5HDp8FM5PX9s2/qywe7U3NHMzRvLvn213TrucHmVjr4DQZePpGOzpekALk3Da3hIpKhSpRBCiMFLkiohxJAwJqOIH876Aqvqd/Pf2//J2sa9vRqZUEDCMalLNuPWDTxeF7ZySJhxgi4vjlLUJZpb7nNMolbL+qa4Y5Hm9nEw2ojVxTVfITPK/mhtS5U62+pSItZTGuDXPGi6RoY7wLSsESwqmcmMnFEEXN4+e96B4DXc3DDuQpYeWk99Mtzl43Q0dE0/as2egYajHDy6i6Sy2dZcycSM4WSegJUghRBC9C9JqoQQQ4amaczOLec3Odfysy0v8dz+D3o1iqAAW9lUxhtI2ElspTAdi6jVUpUw4bRMN7RNh6DLi19zk1AWbs2F33DTaCa7Fjc62Z4glbHGlJSQPxYXGkGXj5JADheVTOe8wikU+rP67PlOBAGXjxvHLeDhzf8g0sXqfjaqw/LyNoqwnUC3k/h0NyEnhlvXKUsrALvvRxaFEEKcuCSpEkIMOZqmcdOETzA+vZjf73yTA7H6Ho/+2MrBUg5ViRCGpuOow+fR2sbBLGUTsRJYuo2hGaC1VIgLmTGcLjxvkT8Dn+EhaHhbC1IodI6uUtcTh6eyjUkrZE7BWM7In8C4zGJ8Q3Tz444sLplFkxnj0e3/7FKS7cbAZ7hptuMdPu6giDpJ3BiMTivGrbswbZkCKIQQJzNJqoQQQ5KmaVw0bCZTskeypm4379ZuZXnNdqKqa6NHhx1ObNTHRi8MWqaDHU6slFIkHIuAy8Cju/DoLry6C82xMTn26FO2O8iUzBHE7ST5vnT0kI6G1utafwYa4zKKmZ5eCrsUvzjly6T7T/xy6H1B13W+WHYmMSvBb3e+3ml7t27w1bHn89Mt/zhuOweHSVnDUhWmEEKIQUx2LBRCDFmapjEimMslpafw4KwruWrM2SkrfG237uPkoFpLdbeUPddaNzy2lUNJIIcsb4As19FrbjRguC+H3865jtm5o2lIRijyZ1Poy0TXDu+o1H1ezWB6Zin/O+8bPD73Rr45YREAPtfJMzJ1LBcPn427k1eARssGwhsa93V6PhtFaaBrmz8LIYQY2mSkSghx0hgeyGVG9ihWNexJaW29w1P89NYRpvpkmEx3kAJfBuV6IZMyhrOpaT/7o7UkbJtifzZXjDyD2XnlaJpGwO1jR3MV+yK1jE4rJGYnqE+EseGo/akMWirOZXuCjArm4dIMEo6F3+VhdFohM3PKmJI5Ar8kUUcp8mUxMXMY65qOnTApWqZK7gnXdOmc71Rv4QtlZ6QoQiGEEIOVJFVCiJPG5MwRLA9sJ9edxpLqDSk5pwYY6C3roJSGoemMCuQTcPswlcWC4mmcWTDxuOfI86bz+VHzeKNqI9tClYwI5KFrOhErgYaGVzfw6G4yPX7GZ5RwTtEUpmWVDrlqfX1N0zT+c+rlfOn9XxJvLZv/8eRaR8OjuwhbXStqsbFp/xHr7IQQQpysJKkSQpw0SgLZLCiZzisVa8jzplObaO71ORWQ6Q5g4aADRf5sDMPAa7g4J28S8/LHd+k8Bb5MPls6l9pEM01mFJdmELMS7IxUoamWx8dmFJPlOTnXRaXKyLR8fjjt89yz/s+E7NhRjxf7svDoLjrepepo20IH2dlcxSi/TAMUQoiTmSRVQoiTymm5YyjwZlDozeSJ3W9hpaDGnq0chgWyKQnkMD9/Anm+dMakFZHjTevWeTRNI9+XQb4vo+2+iVnDex2faG9+0UQe9FzJvWv/TE2iqXU1XMuoY2W8gSYzSprbh1dzk1DHruoX1DxE7SSvVK7lurJz+y1+IYQQJx5JqoQQJ51RaQV8bfyFNJlRXqpcjeU4WKrn6ZVyHKZmj+QLI8+gJJCd0lhF39gfqaPZinHkiNThf0XsBDE7QborgG3ZHSbeLnQK/VloukZltIGKaH3/BC5SylYmtfFd1CR2ErfCBIwsioOTyHIPQ9N6VixGCHFykqRKCHHS+taERVg4fFC7g4idoNmM4XSzhIWBzqiMQqZllUpCNYisbdhD1E4c9d0+fNsGbMemNJjH3mgtSrU8oqHhd7kp9mWTdCxGBfKxcTgUb+rP8EUvmU6CjfUv82Hdn4ipehQ2GjoGbgKubMaln828gq+gaVIkWQjRNZJUCSFOWj6Xh9snfYqNTQd4v3YbGxr3srmxAsuxiR5n2tdhLjSChpdcbxr7o7X9ELFIlb3hmk7T57iyuKr8bH619VXiThKf4SZgeHHpBknHIsebxnBfDntjNViOFKsYDGJWE5uaXmVl3bPEnIZ2jylsLGyarRrWND6PqeKcU/SNAYpUCDHYSFIlhDip6brO1OxSpmaXAvBm1Sae2vMuGxv2YR5nQqCOhkt3ke1Lw4WOnrIdsER/qE+GO21jKpvhgVwuGjaDlXW7cFDYysGtGxR4M2m247x8aC1xO0lNJMS/MZKqeBPD3VK04kQUNmtZVvs4O0PvkVDHLlKjsFBKZ0voNSZkXEBRYEI/RimEGKxkXFsIIY5wTuEkbh6/mFNyRzM1fTh6B5vwGmjotJRPL0srIKFsxqQXDkC0oqcSttWldrZSnFM4mWHBXMamF3FqzmjGpxezPXyIzU0HqE+GidvJtjVV96//K/siMmp5olFKsS30JpWxTcdNqA6zsbCcBJualvZDdEKIoUCSKiGE+Jiy9ALK0gsZnpbHZcNOJcsdQEdr3ZNKQwGGpjMxYxga4NENquJN/KNiFR/W7SRsxgf4CkRnulqEwAAmZw7n/MLJ2MqhIlbP29VbqEmEsFr3p3KApLIBWNe0j19tfbWPohY9VZvYw+q652hIHnvj5/ZaakKGzIN9GpcQYuiQpEoIIT7Ga7g5M38CDoqoMllcMotTc0aT4fLj0gz8hoexGcV4DBfV8RDNVpzlNdtYcnAd/7frbX617RW2hSoH+jLEcfh0d6dtNKDejKBpGucUTubLo89lQloxdcnjTR2DN6o38oO1z6UuWNErGxte5pk93yLs1HTrOIWNocsG20KIrpE1VUII0YFZOWU4KN6p3syheCNBt5dZueV4NBfDAjnk+tLZ2LgPTbVs/nso3kTIjOEohwPROvZG6rhl4sWMlmmBJ6RhgRwOxI9fBj2ge7BaR6A0TWN4IIc1jfu6VB/yhcqVjEzL40ujz05BtKKndja/zzvVj2Jz9EbPnVEofHp6H0QlhBiKBtVI1T/+8Q/mzJmD3+8nOzubSy+9tN3j+/btY/HixQQCAQoKCvjud7+LZXVt3rwQQhxJ0zROzR3N18ct4EvlZ/HZkfO4ZvR53DXtcq4fdyGTM4eTcGyCLh/bmitpSIbxGi6CLi9Bw8vucBX/s+M1wpZMBTwRnVEwHrd27OIiOhqF/iyyPR9t4LyjuYptzV0fgXxqz7u9ilF0TWOiknX1L7Cy7k9sb3qHpuTBthL4q+ufI6E6L0rSEQ0NlMJ05GdYCNG5QTNS9dxzz3Httdfywx/+kPPOOw/LstiwYUPb47Zts3jxYoqKinj//feprKzk3//933G73fzwhz8cwMiFEIOZz/AwKXP4Uffvi9SStJLUtlaRy3QHidtJmqw4cdvEsm1WNezhnarNLBo2s7/DFp2YmzeOlyvWsK35IPbHxp40wKXpjAjkMj6jpO3+DY37cXdj36IGM8qOpkrGZBanKmxxhKjZwDsHf8Pe2HIskgDouEh35TMxawET0xdQm9hFy3e0e/vPtZzLTcxpJG4349Z9qQ1eCDHkDIqkyrIsbrrpJn70ox9xzTXXtN0/adKktn8vWbKETZs28c9//pPCwkJmzJjB97//fW677TbuuecePB7PQIQuhBiibOUQthLErCTpbj81iSYakhFMx0YphUKhbPjNtqWku/2ckT++y8URRN8rDeaxeNgsDmyrI+okAdVS51HTcGMQ9PjwGC4sx247pjreSIE/i6pkqEvP4aCojDdKUtVH/nbgLhqcHe3uczBpsipZVfdnwmYttmPRk4QKQOGQsMPoxxnRFEKIwwZFUrVq1SoqKirQdZ2ZM2dy6NAhZsyYwY9+9COmTJkCwLJly5g6dSqFhR+tX1i4cCE33HADGzduZObMjv9SnEgkSCQSbbdDoZZflqZpYpqdb/7Z1w7HcCLEMtRJX/efodDX+a40cBQuBbFkjHA8hq4UAc2FruuYjo0ORJIxnt71Lmmal8lZR4949bWh0Nd9xa+5mJheQtxOUhVvIuGY2I6DSzfw42JfqIblVVs5t2hKa3sPug0edfSHbI/S2/0XWioHjvUXSN+n2OH+bEocRDtGwRGTBPua1qDbHjR6tgxAoeFV2bidtJP2eyjvH/1H+rr/dLevu9pOU4cnHp/Ann76ab7whS9QWlrKww8/zKhRo/jJT37CkiVL2LZtGzk5OVx33XXs3buXV1/9qJRtNBolGAzy0ksvsWjRog7Pfc8993Dvvfcedf9TTz1FIBDos2sSQgghhBBCnNii0ShXXHEFTU1NZGRkHLPdgI5U3X777Tz44IPHbbN582Ycp2UvkDvvvJPLL78cgMcee4zhw4fz7LPP8rWvfa3HMdxxxx3cfPPNbbdDoRAjRoxgwYIFx+24/mKaJkuXLuXCCy/E7e68BLDoOenr/jNU+npNwx4e2Pg36hPNKKUwNB1L2TgcPeHIremcklPO50bNY3r2qH6Lcaj0dSocjNXzfs02toUOEUpGOBirx627CBhedoQPAS2bxFqqZY8ip/U4j26QbvhpMMNt932cR+ncZM7iZ+5VJLWWVj+bdRXTckb2/YWdRJJ2lFW1f6F+ZQ77yv8HpR//L8i5njIakvtxejRapXFW/vVMzu74j7InA3n/6D/S1/2nu319eBZbZwY0qbrlllu4+uqrj9umvLycysqWaktHrqHyer2Ul5ezb1/LRn5FRUV88MEH7Y6tqqpqe+xYvF4vXu/R+1C43e4T6kV9osUzlElf95/B3tenFozl7PrJ/GX/ByRtEx2FpTk4HazhSGLzXv12Gu04N4xfwKycsn6NdbD3dW/tj9Tx9P5/sb5xL7XxMGEr3poAt3yvNMCNgYmNOmLpm4FORCUJW8mWRp1Iag5JzeYTRTOYXTimby7mJOUomy2hl9kb+5B0FqJ0E2UcP6nSDIf8QDkN5l4STveqAOq4yQ2UntQ/N4ed7O8f/Un6uv90ta+7+v0Y0KQqPz+f/Pz8TtvNnj0br9fL1q1bmT9/PtCSZe7Zs4eRI1v+Cjh37lzuu+8+qqurKSgoAGDp0qVkZGS0S8aEECKVPj3iNNbW72F3pJq4bXaYUB1m4bC+aS8Pbnyeq8rP5vyiqXgN+eXZ15RSvH5oAyvqdlIZa8BsHYlq14aWxPfj7GOOTR3fnZM/3aPjxLHVJnazNfQWcStEV3aP0jDwG9mkuXPxuzKIWLXUJ/Zhkej8YDSCRjb5PkmMhRBdMyj2qcrIyOD666/n7rvvZsmSJWzdupUbbrgBgM985jMALFiwgEmTJvGlL32JtWvX8uqrr/K9732PG2+8scORKCGESIXhgRzOL55Kjje9SzXGHGB/pJa/7PuAVyvXMgiWtQ56VfEm1jXspTLWiKUcNBQudFx9+Cswiiw2T7UdoXcJmYdIOtEutQ8auWR4ChiXcQ5eI410VwHF/slkGJ1tyK3h1ryUp5+Bz5XWSVshhGgxKKr/AfzoRz/C5XLxpS99iVgsxpw5c3j99dfJzs4GwDAMXnzxRW644Qbmzp1LMBjkqquu4r/+678GOHIhxFCmaRqLhs2gIlLHn6O1XTrGQrGz+RDvVW/ltNwxFPmz+jbIk1zEirM7Uo2tnNYZfDqapuGono1CdUYDomaCTLcUO0qFhB1hfcOLrKn/CyZRNDof3dVwkeMtpdA/ntLgbBQO6xteJGRV4aBIcxUSs5qwSdB+BaSOT0+jyD+B6dmf7LNrEkIMPYMmqXK73fz4xz/mxz/+8THbjBw5kpdeeqkfoxJCCMj2pHF+yTSeP7ACs4MpZB2JOEk+rNvB+sa9klT1MZ/hIW4ncVDoaF1ZGtUrHs1FnltGOFIhbjfz8oH7ORBbjdON0T8NDUNzMywwjfpEBe9W/47GZAUKGx036a48Mn2TiNi12I6JwsbQ3aQZeeR5RzMx+wKyvSP68MqEEEPNoEmqhBDiRLY/UkvQ5aHRinX5mLCd4H93vs0FRdNkY+A+VOzPIs3loy55uFCBhlLquOvfemNa9khZaJ4ir1f+nH2xDzpv+DEKm9rETrY2vMbqhr+S5KMiFQ4WDdYBmu1airzjyQwUU542DzQNv5FBnrcct+5L5WUIIU4Cg2JNlRBCnOgidoJ8b/e3YdgePsTd656h2ex6Mia6R9d05hdMREfDQbV99UVK5dNc/HDmF/rgzCefisg6toff6tGxBm4iVj3LG/6vXUKlYaDRsnmzpeJUJ7YTM0MEXNmUp51OsX+SJFRCiB6RpEoIIVIg15OOpnd/apmD4o1Dm7hn3bPUJ7pX8ll03TWjz6HQlwXQllR1lwadTh/8zZxrZS1VCsTtEP+s+H/Qg+qLGgYOdLg3lcJG4aC1fvwxVZyQdQjTifcuYCHESU+SKiGESIFJmcPxG168Wg+mfSnY1HSAx3a+QdLpySalojNBt59vjFtA0PB2mvge+bgOeDA4LaucbHeQoOHFpRm4NB2XZmCgoaPhaj1qZFrn24SI47Mdi6UVD9Po7OvhGXSc45ZNVygUGjoKh4QTwaP7e/hcQgjRQpIqIYRIgeGBHM4umIhbN7p9rEs3cOsGG5sOsC1U2QfRCaUUdWaEadkjmZ1dTo47iEczcGsGBZ50stwBDDTcmoGBjoGGVzMIunyMyyjmO5M/ycKSGQTcXrLdAbLcQYKGB4/hIs3lZfHw2QN9iUOCo2yWHHyIXdH3u3mkRstWzS5UlwpaKFTrKJhHC5DrHdXN5xNCiPakUIUQQqSApml8duRctoQqWHpofTcnlylcmoGjHLaFDjIlS6qOpVrIjLG9qRIdjZidJNMTwOvyEDHjmMom15OGhoatHBKOia7pZLsDTM0eyZfLz2FUegHfHL+Q4cFc3ji0gapYE37DQ6E/k3OLpnBx4XSW7Foy0Jc56G1oeIld4fehmz9BLeOFeodT/jp2+Pwa4zPPxaXLfpZCiN6RpEoIIVLEY7i5ddKlbG46yP5YXZePizsmzVacgOEhbMnajr6QdCwOxuqpTjTj0Q3S3X4y0QjrHmqSIariTRiazuj0QsanFzM2o4QpWcMpS/too1iX7uIzpafz6eGncDDWCECJPwuX7sI0ZbPf3opZTWwLvYWDjY7RjQRJa10l17XtDI6U5RrGzKzPdPs4IYT4OEmqhBAihTI8fn4060q+/P6viamuf9C2HZu6ZJi9kRpMx8Kty9tzqiilqE82U5VoIp5M0qAswna8bazCg4Gu6ShNEbOShKw4ud50RgY6Xh/l0l2UBvP67wJOErWJ3UTthraESsPoUqLkxg+awlTdq6CZ4SrmkhHfx+WSnzUhRO/JO4kQQqRYeXoR/zHl0zy44W+E1fEWzLdw6QY5njR0Xac23szahr2ckju6HyId+ipjDbxTvZl3qrdQHQuRUEePfiSxQdmgYE+khl3hKt6p3syUzFK+OuY8pmaXDkDkJx9LJdA1HZfuwXQcWtY9HTup0jDw6kGyvcPJcY9kc2hJlzcILvRO5LLSh/AYUqBCCJEaUqhCCCH6wMJhM/jtvOspDxYet50bHY/uImInMG2LA5E6ntm7jP2Rrk8fFB07GG3gqd3vsrRyPfsitR0mVB+XdEwMTcd2HDY27edHm15gU9OBfohWePU0vHo6bs2HobvR0Nr2lOqIR/Pj1YOMDMwm5jTgM9Ix6GxtlEaGq5hPDLtTEiohREpJUiWEEH1kdHohv597PfPyxpHjCRDUvS1TzdDwai4CugdDN9C0lqpzLs0gaidZVb+b+9Y/x5tVG1GqL7aoHfqUUrxVvYmtzZU0mzHCZtfWqjlAzDFbpmCiU5No5tk9y/o22JOUrSwORNawrPpx3jz0CHsjK/AaQVyaB5fmxaV7MDQ3fCyx0mnZtiDgzmV85rlMyV5MOFmLjoHPSMeF96hjDkt3FXBB8S1keIr6+OqEECcbmf4nhBB9KODy8q0Ji3h2zzJ2h6sJW3HqExH8hhtbU1iOTabLR5MVpy7ZjI3CQGNPpJaHNr7AqvrdXF1+Njne9IG+lEGlLtHMttBB4laSZjNOs929AiAmDg1WlHSXj7WNezgUa6TIn9U3wZ6EqqM7WHLwIeqtfShsdFx49SABVzZoBm786JqB5iRAaShs3HqQIv8EfGQRB84v/v8oDo4jYtUTtZuI2A3orXtPaYBq93djRYlvKhcPuwu/O2tgLloIMaRJUiWEEH2sPK2Qa8acx/rGfXxQt5NV9bvJ8aZhOw41iSaqEiGiVhIHp3XnHNDtJArFc/uW8271Fi4smsqXR5+Lz+UZ0GsZLMJWnIZklJp4iDoz3KNzOCjCVoKonWRj435JqlJAKYcPa/7EsvrH4Ij1Ug4mMaeRZDJKhruILE8JGjpJFcWteSkOTGFq1mICrmxM0+QlXiLfW45Sig9qnyRq16OwsbFby6u3Th7UvHg0Hy7dxyl5n5WESgjRZySpEkKIfpDny+DcoimcUziZv+xfzr9qd7A3UkNTIkbUSeB8bF+ew7dNZVMRq+fpve+zO1LDfdM/h9twD8QlDCp+w4OhaT1OqA7TAFs5vFSxmvOLp6YmuJOQUorK2GZeO/gw9daeY7TSsEkSNmvJ85YxK+czBFxZ+IwMPEagwyP2R1exrfmN1o18W35mFHbrvzSUiuPWfOT7RlPgG5v6CxNCiFaSVAkhRD/SNI1PlMwCYGPjfiJOvNNtThUt63zerN7Ejzb+ndumfApDP/YCfgH53gzqE71LqABsHAKGlz3RGraFKhmXUZyC6E4eSTtOZWQjG5teYU9kOSbR47RWgIZJnIbkfhzsTtc+La99koQTpiX91Y5xVpvStFMJunJ7ehlCCNEpSaqEEKKf+V0eLiqewQv7V1CXbO7Wsc8fXIHLMLh54sW4JLE6prWNe6mLh3p9Hg2NbHeQuJ1kb6RGkqpOJO0IVbEdbGt6g73RD4jYDa2b+Han4IpDUkXRtI6TpMM+qHmKyviG1nN3dP6WlVUuzcfotHndeH4hhOg+SaqEEGIAmMrG5/J066PmYS8cWMGkjOFcPGJ2yuMaCizH5oO6HQRcPkj2PLHyaC48uoGDQkOTDZmPoz6xn1V1f2JXeBkxp7EXZ2r5iXBpPjLdJcdtubLhaTCO9xOkAJ2gKwe/IYVehBB9S35DCCHEAAi4vARcne2p07Gksnl891tcWDINr6yvOkpdMkxlrJEJGSXsilb36BxezUW2J0jcMYnYCYp8mczMHpXaQIeAsFnLG5W/Ylf0Xbo3GnU8OmXB0wm4sjp8dHvTe10+k8KhwD8GTZMdZIQQfUveZYQQYgB4dBcTMkqOsQqkc4diDayq353SmIYKRzk4ShFwe8lwdX+DV52WtW+245CwTQDOLphEpqfjYgknq1Cymuf23Mqu6DukLqGCTFcxs3M/0+FjYbOW16se7sbZFJMzP5GawIQQ4jgkqRJCiAGyqGQmPr1nI02WctgSqkhxRENDtieNLE+AuG0yPr17a6C01v83HYsmK4qu6VxYNIV/H312X4Q6qL1b/d802vtSes40o4BPj3gIvyuzw8c/rH0aB7Nb58z3jU5FaEIIcVySVAkhxAApDeZxZsGEHh2ro+HWZAZ3R3yGm1nZZYSt+BE7f3XNMH8O6S4fXsNDeVoht036FLdOvhSPrKdqJ2o2sS+yOoVn1BkdPJMvlv+WTG9hhy0SdpTtzW91+8wt1QGFEKJvyW8JIYQYQF8YNZ/ltTtosmLdOi7N7aNYNqM9ptPzx3Eo3sgTu7r2IdyFzqzsMqJ2Ek3TOC13DFeXn02h9HGH6pK7sFS81+fRcZHnHc2ZhdczzD/luBX/6hJ7MJ3u/ZxoGK17WAkhRN+SpEoIIQbQ+IwS/m3k6Tyx6y0s1bUPfwY6EzOGMSb9+Hv4nMx8hpvLSufw+x1vdKn9VeVnE7ETVMWbmOor5cqy+RT4Op6CJsCt+TjWvlCd0XGT6S6iyD+JqVmLKfJP7LR8OtCaHBmA3eXnSjPy8OkZPYpTCCG6Q5IqIYQYQC7d4CujzyViJfnb/g+JO8njLvnX0RidVsBZhRMZEZTNTI/FUQ5vVW0i1IURQBc6uyLV+Aw3EzOGcWHxNEmoOpHvHUuakUuT3b11fbnuUcwr+CrDAlPwGmndOtZvpBN0ZxCy67p4hMakzIu6lLAJIURvSVIlhBADzK27uHniYs4vnMxf9i3nw/pdLeuBHAcbBxuFDnh1N5MzR7B4+CzOL5qKLmWiO+Qoh6WV63lk6ys4x0lRW7aGhbHpxVxVfjaZ7gAl/mz5EN4FhuFicvYiltU+jsLqtL0LH2fmf42pORf3uH+zPMMp8I4nFP+gS+1z3WWckvv5Hj2XEEJ0lyRVQghxgpieM4rpOaNQSrG9uZK1DXvZG6mh2YxT4s9mYuYwpmSVkuPt3l/4TzZbmir4w+53qEw0HbedAgw0PjvqdCZlDu+f4IaQU3I/S7NZzcaml49Zkc/AR3n6XM4r/BY+V+824NU1gxm5n6Y+dqCTlhoF3nFcXvpjXLKPmxCin0hSJYQQJxhN0xiXUcK4jJKBDmXQcRyH32xfyo7mQ11qPzatmHMKp/RxVEOTpumcW/RNJmVeyIq6P3MovgnLiaFrbjI8hQz3zWRc5lnk+0anbPPdEv9k5uV/hfVUEtCziRPCwUSh0NHJdA9nRvYnmZR1ES7dk5LnFEKIrpCkSgghxJCxrGYrK+t3Y3ex4tvZRZMIurx9HNXQpWkaRYGJXBz4z357zhHBmaynkrOKvk7IrsDBIdtTQpF/MunuvH6LQwghjiRJlRBCiCGhKt7Iveufw1Rdqw7n0nQmpMto4GBVljYHt1um9wkhTgyyylkIIcSQcN+6v9JoRbvcPtMdwOeSKWJCCCF6T5IqIYQQg97WpoOsadzTrWMChoci2dxXCCFECkhSJYQQYtB7rWo9CafjCnTH4jHc5HqkkqIQQojek6RKCCHEoFcZazzupskdKfJmYXWxoIUQQghxPJJUCSGEGPRMp/MNaI/kQSfPn47fkDVVQgghek+SKiGEEINegTejW+3zfBnMyxuPkaL9k4QQQpzc5LeJEEKIQW9segkezehSW5/uYlr2KObmj+3jqIQQQpwsJKkSQggx6J1fPIV8XyauTn6t6cD5hVP4/yYuxidT/4QQQqSIJFVCCCEGvYDLyxWjziDo9uHT3WgdtAlqXn4040runHo52Z5gv8cohBBi6HINdABCCCFEKlw+Yg6WY/PX/R/SaEZwlIOlHHyGmwsKp/HtiYtw6fJrTwghROrJbxchhBBDgq7rfKFsPhcUT+Pt6s00JMOku/zML5jAsEDOQIcnhBBiCJOkSgghxJCS78vg8tI5Ax2GEEKIk4isqRJCCCGEEEKIXpCkSgghhBBCCCF6QZIqIYQQQgghhOgFSaqEEEIIIYQQohckqRJCCCGEEEKIXpCkSgghhBBCCCF6QZIqIYQQQgghhOiFQZNUbdu2jU996lPk5eWRkZHB/PnzeeONN9q12bdvH4sXLyYQCFBQUMB3v/tdLMsaoIiFEEIIIYQQJ4NBk1RdfPHFWJbF66+/zsqVK5k+fToXX3wxhw4dAsC2bRYvXkwymeT999/niSee4PHHH+euu+4a4MiFEEIIIYQQQ9mgSKpqa2vZvn07t99+O9OmTWPs2LE88MADRKNRNmzYAMCSJUvYtGkTf/jDH5gxYwaLFi3i+9//Pr/61a9IJpMDfAVCCCGEEEKIoco10AF0RW5uLuPHj+d///d/mTVrFl6vl0cffZSCggJmz54NwLJly5g6dSqFhYVtxy1cuJAbbriBjRs3MnPmzA7PnUgkSCQSbbdDoRAApmlimmYfXlXXHI7hRIhlqJO+7j/S1/1H+rp/SD/3H+nr/iN93X+kr/tPd/u6q+00pZTqcVT96MCBA1x66aWsWrUKXdcpKCjgH//4R1uydN1117F3715effXVtmOi0SjBYJCXXnqJRYsWdXjee+65h3vvvfeo+5966ikCgUDfXIwQQgghhBDihBeNRrniiitoamoiIyPjmO0GdKTq9ttv58EHHzxum82bNzN+/HhuvPFGCgoKeOedd/D7/fzud7/jkksu4cMPP6S4uLjHMdxxxx3cfPPNbbdDoRAjRoxgwYIFx+24/mKaJkuXLuXCCy/E7XYPdDhDmvR1/5G+7j/S1/1D+rn/SF/3H+nr/iN93X+629eHZ7F1ZkCTqltuuYWrr776uG3Ky8t5/fXXefHFF2loaGhLdB555BGWLl3KE088we23305RUREffPBBu2OrqqoAKCoqOub5vV4vXq/3qPvdbvcJ9aI+0eIZyqSv+4/0df+Rvu4f0s/9R/q6/0hf9x/p6/7T1b7u6vdjQJOq/Px88vPzO20XjUYB0PX2dTV0XcdxHADmzp3LfffdR3V1NQUFBQAsXbqUjIwMJk2a1OWYDs+G7GpW2tdM0yQajRIKheSHrI9JX/cf6ev+I33dP6Sf+4/0df+Rvu4/0tf9p7t9fTgn6HTFlBoEampqVG5urrrsssvUmjVr1NatW9V3vvMd5Xa71Zo1a5RSSlmWpaZMmaIWLFig1qxZo1555RWVn5+v7rjjjm491/79+xUgX/IlX/IlX/IlX/IlX/IlX/KlALV///7j5hCDplDFihUruPPOO1mxYgWmaTJ58mTuuuuudgUo9u7dyw033MCbb75JMBjkqquu4oEHHsDl6vqAnOM4HDx4kPT0dDRN64tL6ZbDa7z2799/QqzxGsqkr/uP9HX/kb7uH9LP/Uf6uv9IX/cf6ev+092+VkrR3NxMSUnJUbPmjjRokqqTVSgUIjMzs9OKI6L3pK/7j/R1/5G+7h/Sz/1H+rr/SF/3H+nr/tNXfT0oNv8VQgghhBBCiBOVJFVCCCGEEEII0QuSVJ3gvF4vd999d4dl30VqSV/3H+nr/iN93T+kn/uP9HX/kb7uP9LX/aev+lrWVAkhhBBCCCFEL8hIlRBCCCGEEEL0giRVQgghhBBCCNELklQJIYQQQgghRC9IUiWEEEIIIYQQvSBJ1Qls27ZtfOpTnyIvL4+MjAzmz5/PG2+80a7Nvn37WLx4MYFAgIKCAr773e9iWdYARTy4/eMf/2DOnDn4/X6ys7O59NJL2z0ufZ1aiUSCGTNmoGkaa9asaffYunXrOPPMM/H5fIwYMYKHHnpoYIIcxPbs2cM111xDWVkZfr+f0aNHc/fdd5NMJtu1k75OjV/96leMGjUKn8/HnDlz+OCDDwY6pEHv/vvv59RTTyU9PZ2CggIuvfRStm7d2q5NPB7nxhtvJDc3l7S0NC6//HKqqqoGKOKh4YEHHkDTNL797W+33Sf9nDoVFRV88YtfJDc3F7/fz9SpU1mxYkXb40op7rrrLoqLi/H7/VxwwQVs3759ACMenGzb5j//8z/b/Q78/ve/z5H1+VLe10qcsMaOHas+8YlPqLVr16pt27apr3/96yoQCKjKykqllFKWZakpU6aoCy64QK1evVq99NJLKi8vT91xxx0DHPng8+c//1llZ2erX//612rr1q1q48aN6plnnml7XPo69b71rW+pRYsWKUCtXr267f6mpiZVWFiorrzySrVhwwb1xz/+Ufn9fvXoo48OXLCD0Msvv6yuvvpq9eqrr6qdO3eqv/3tb6qgoEDdcsstbW2kr1Pj6aefVh6PR/3+979XGzduVNdee63KyspSVVVVAx3aoLZw4UL12GOPqQ0bNqg1a9aoT3ziE6q0tFSFw+G2Ntdff70aMWKEeu2119SKFSvU6aefrubNmzeAUQ9uH3zwgRo1apSaNm2auummm9rul35Ojfr6ejVy5Eh19dVXq+XLl6tdu3apV199Ve3YsaOtzQMPPKAyMzPV888/r9auXas++clPqrKyMhWLxQYw8sHnvvvuU7m5uerFF19Uu3fvVs8++6xKS0tTP/vZz9rapLqvJak6QdXU1ChAvf322233hUIhBailS5cqpZR66aWXlK7r6tChQ21tfv3rX6uMjAyVSCT6PebByjRNNWzYMPW73/3umG2kr1PrpZdeUhMmTFAbN248Kql65JFHVHZ2drt+ve2229T48eMHINKh5aGHHlJlZWVtt6WvU+O0005TN954Y9tt27ZVSUmJuv/++wcwqqGnurpaAeqtt95SSinV2Nio3G63evbZZ9vabN68WQFq2bJlAxXmoNXc3KzGjh2rli5dqs4+++y2pEr6OXVuu+02NX/+/GM+7jiOKioqUj/60Y/a7mtsbFRer1f98Y9/7I8Qh4zFixerr3zlK+3uu+yyy9SVV16plOqbvpbpfyeo3Nxcxo8fz//+7/8SiUSwLItHH32UgoICZs+eDcCyZcuYOnUqhYWFbcctXLiQUCjExo0bByr0QWfVqlVUVFSg6zozZ86kuLiYRYsWsWHDhrY20tepU1VVxbXXXsv//d//EQgEjnp82bJlnHXWWXg8nrb7Fi5cyNatW2loaOjPUIecpqYmcnJy2m5LX/deMplk5cqVXHDBBW336brOBRdcwLJlywYwsqGnqakJoO01vHLlSkzTbNf3EyZMoLS0VPq+B2688UYWL17crj9B+jmVXnjhBU455RQ+85nPUFBQwMyZM/ntb3/b9vju3bs5dOhQu77OzMxkzpw50tfdNG/ePF577TW2bdsGwNq1a3n33XdZtGgR0Dd9LUnVCUrTNP75z3+yevVq0tPT8fl8PPzww7zyyitkZ2cDcOjQoXYf8oG224cOHer3mAerXbt2AXDPPffwve99jxdffJHs7GzOOecc6uvrAenrVFFKcfXVV3P99ddzyimndNhG+rpv7Nixg1/84hd87Wtfa7tP+rr3amtrsW27w36UPkwdx3H49re/zRlnnMGUKVOAlteox+MhKyurXVvp++57+umnWbVqFffff/9Rj0k/p86uXbv49a9/zdixY3n11Ve54YYb+Na3vsUTTzwBfPS+K+8nvXf77bfz+c9/ngkTJuB2u5k5cybf/va3ufLKK4G+6WtJqvrZ7bffjqZpx/3asmULSiluvPFGCgoKeOedd/jggw+49NJLueSSS6isrBzoyxgUutrXjuMAcOedd3L55Zcze/ZsHnvsMTRN49lnnx3gqxgcutrXv/jFL2hubuaOO+4Y6JAHra729ZEqKiq46KKL+MxnPsO11147QJEL0XM33ngjGzZs4Omnnx7oUIac/fv3c9NNN/Hkk0/i8/kGOpwhzXEcZs2axQ9/+ENmzpzJddddx7XXXstvfvObgQ5tyPnTn/7Ek08+yVNPPcWqVat44okn+PGPf9yWwPYFV5+dWXTolltu4eqrrz5um/Lycl5//XVefPFFGhoayMjIAOCRRx5h6dKlPPHEE9x+++0UFRUdVWHqcDWeoqKiPol/MOlqXx9OUidNmtR2v9frpby8nH379gFIX3eiO6/rZcuW4fV62z12yimncOWVV/LEE09QVFR0VFUp6euPdLWvDzt48CDnnnsu8+bN47//+7/btZO+7r28vDwMw+iwH6UPU+Mb3/gGL774Im+//TbDhw9vu7+oqIhkMkljY2O7URTp++5ZuXIl1dXVzJo1q+0+27Z5++23+eUvf8mrr74q/ZwixcXF7T5rAEycOJHnnnsO+Oh9t6qqiuLi4rY2VVVVzJgxo9/iHAq++93vto1WAUydOpW9e/dy//33c9VVV/VJX0tS1c/y8/PJz8/vtF00GgVa5uYfSdf1tpGVuXPnct9991FdXU1BQQEAS5cuJSMj46gf2pNRV/t69uzZeL1etm7dyvz58wEwTZM9e/YwcuRIQPq6M13t65///Of84Ac/aLt98OBBFi5cyDPPPMOcOXOAlr6+8847MU0Tt9sNtPT1+PHj26a+nsy62tfQMkJ17rnnto2+fvz9RPq69zweD7Nnz+a1115r24bBcRxee+01vvGNbwxscIOcUopvfvOb/PWvf+XNN9+krKys3eOzZ8/G7Xbz2muvcfnllwOwdetW9u3bx9y5cwci5EHp/PPPZ/369e3u+/KXv8yECRO47bbbGDFihPRzipxxxhlHbQuwbdu2ts8aZWVlFBUV8dprr7V9sA+FQixfvpwbbrihv8Md1KLR6FG/8wzDaPsM3Sd93cOiGqKP1dTUqNzcXHXZZZepNWvWqK1bt6rvfOc7yu12qzVr1iilPirzvWDBArVmzRr1yiuvqPz8fCnz3QM33XSTGjZsmHr11VfVli1b1DXXXKMKCgpUfX29Ukr6uq/s3r37qOp/jY2NqrCwUH3pS19SGzZsUE8//bQKBAJS5rubDhw4oMaMGaPOP/98deDAAVVZWdn2dZj0dWo8/fTTyuv1qscff1xt2rRJXXfddSorK6tdtVDRfTfccIPKzMxUb775ZrvXbzQabWtz/fXXq9LSUvX666+rFStWqLlz56q5c+cOYNRDw5HV/5SSfk6VDz74QLlcLnXfffep7du3qyeffFIFAgH1hz/8oa3NAw88oLKystTf/vY3tW7dOvWpT31KSqr3wFVXXaWGDRvWVlL9L3/5i8rLy1O33nprW5tU97UkVSewDz/8UC1YsEDl5OSo9PR0dfrpp6uXXnqpXZs9e/aoRYsWKb/fr/Ly8tQtt9yiTNMcoIgHr2QyqW655RZVUFCg0tPT1QUXXKA2bNjQro30dep1lFQppdTatWvV/PnzldfrVcOGDVMPPPDAwAQ4iD322GMK6PDrSNLXqfGLX/xClZaWKo/Ho0477TT1r3/9a6BDGvSO9fp97LHH2trEYjH19a9/XWVnZ6tAIKA+/elPt/vDgeiZjydV0s+p8/e//11NmTJFeb1eNWHCBPXf//3f7R53HEf953/+pyosLFRer1edf/75auvWrQMU7eAVCoXUTTfdpEpLS5XP51Pl5eXqzjvvbLeFSKr7WlPqiK2FhRBCCCGEEEJ0i1T/E0IIIYQQQohekKRKCCGEEEIIIXpBkiohhBBCCCGE6AVJqoQQQgghhBCiFySpEkIIIYQQQohekKRKCCGEEEIIIXpBkiohhBBCCCGE6AVJqoQQQgghhBCiFySpEkIIIYQQQohekKRKCCHECenqq69G07Sjvnbs2JGS8z/++ONkZWWl5Fw99fbbb3PJJZdQUlKCpmk8//zzAxqPEEKInpGkSgghxAnroosuorKyst1XWVnZQId1FNM0e3RcJBJh+vTp/OpXv0pxREIIIfqTJFVCCCFOWF6vl6KionZfhmEA8Le//Y1Zs2bh8/koLy/n3nvvxbKstmMffvhhpk6dSjAYZMSIEXz9618nHA4D8Oabb/LlL3+ZpqamthGwe+65B6DDEaOsrCwef/xxAPbs2YOmaTzzzDOcffbZ+Hw+nnzySQB+97vfMXHiRHw+HxMmTOCRRx457vUtWrSIH/zgB3z6059OQW8JIYQYKK6BDkAIIYTornfeeYd///d/5+c//zlnnnkmO3fu5LrrrgPg7rvvBkDXdX7+859TVlbGrl27+PrXv86tt97KI488wrx58/h//+//cdddd7F161YA0tLSuhXD7bffzk9+8hNmzpzZlljddddd/PKXv2TmzJmsXr2aa6+9lmAwyFVXXZXaDhBCCHFCkaRKCCHECevFF19sl+wsWrSIZ599lnvvvZfbb7+9LVkpLy/n+9//PrfeemtbUvXtb3+77bhRo0bxgx/8gOuvv55HHnkEj8dDZmYmmqZRVFTUo9i+/e1vc9lll7Xdvvvuu/nJT37Sdl9ZWRmbNm3i0UcflaRKCCGGOEmqhBBCnLDOPfdcfv3rX7fdDgaDAKxdu5b33nuP++67r+0x27aJx+NEo1ECgQD//Oc/uf/++9myZQuhUAjLsto93lunnHJK278jkQg7d+7kmmuu4dprr22737IsMjMze/1cQgghTmySVAkhhDhhBYNBxowZc9T94XCYe++9t91I0WE+n489e/Zw8cUXc8MNN3DfffeRk5PDu+++yzXXXEMymTxuUqVpGkqpdvd1VIjicIJ3OB6A3/72t8yZM6ddu8NrwIQQQgxdklQJIYQYdGbNmsXWrVs7TLgAVq5cieM4/OQnP0HXW2oy/elPf2rXxuPxYNv2Ucfm5+dTWVnZdnv79u1Eo9HjxlNYWEhJSQm7du3iyiuv7O7lCCGEGOQkqRJCCDHo3HXXXVx88cWUlpbyb//2b+i6ztq1a9mwYQM/+MEPGDNmDKZp8otf/IJLLrmE9957j9/85jftzjFq1CjC4TCvvfYa06dPJxAIEAgEOO+88/jlL3/J3LlzsW2b2267Dbfb3WlM9957L9/61rfIzMzkoosuIpFIsGLFChoaGrj55ps7PCYcDrfbd2v37t2sWbOGnJwcSktLe9dJQggh+o2UVBdCCDHoLFy4kBdffJElS5Zw6qmncvrpp/PTn/6UkSNHAjB9+nQefvhhHnzwQaZMmcKTTz7J/fff3+4c8+bN4/rrr+dzn/sc+fn5PPTQQwD85Cc/YcSIEZx55plcccUVfOc73+nSGqyvfvWr/O53v+Oxxx5j6tSpnH322Tz++OPH3VdrxYoVzJw5k5kzZwJw8803M3PmTO66666edo0QQogBoKmPTxwXQgghhBBCCNFlMlIlhBBCCCGEEL0gSZUQQgghhBBC9IIkVUIIIYQQQgjRC5JUCSGEEEIIIUQvSFIlhBBCCCGEEL0gSZUQQgghhBBC9IIkVUIIIYQQQgjRC5JUCSGEEEIIIUQvSFIlhBBCCCGEEL0gSZUQQgghhBBC9IIkVUIIIYQQQgjRC/8/AXDU0RJfH90AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "import time\n",
    "\n",
    "start_time = time.time()\n",
    "kmeans = KMeans(n_clusters=7)\n",
    "kmeans.fit_predict(tsne_result)\n",
    "kmeans_time = time.time() - start_time\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(tsne_result[:, 0], tsne_result[:, 1], c=kmeans.labels_, alpha=0.5)\n",
    "plt.title('K-means')\n",
    "plt.xlabel('Feature 1')\n",
    "plt.ylabel('Feature 2')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5827c121",
   "metadata": {},
   "source": [
    "#Кластеризация данных, dbscan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "a0dd81f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import DBSCAN\n",
    "\n",
    "start_time = time.time()\n",
    "dbscan = DBSCAN(eps=5, min_samples=10)\n",
    "dbscan.fit(tsne_result)\n",
    "dbscan_time = time.time() - start_time\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(tsne_result[:, 0], tsne_result[:, 1], c=dbscan.labels_, alpha=0.5)\n",
    "plt.title('DBSCAN clustering')\n",
    "plt.xlabel('Feature 1')\n",
    "plt.ylabel('Feature 2')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35878a4e",
   "metadata": {},
   "source": [
    "#Кластеризация данных, agglomerative clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "8ece1946",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "start_time = time.time()\n",
    "agglomerative = AgglomerativeClustering(n_clusters=3, linkage='ward')\n",
    "agglomerative_result = agglomerative.fit_predict(tsne_result)\n",
    "agglomerative_time = time.time() - start_time\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(tsne_result[:, 0], tsne_result[:, 1], c=agglomerative_result, alpha=0.5)\n",
    "plt.title('AgglomerativeClustering clustering')\n",
    "plt.xlabel('Feature 1')\n",
    "plt.ylabel('Feature 2')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94edaeb1",
   "metadata": {},
   "source": [
    "#Метрики"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "7dd158ff",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/maksimbratanov/Library/Python/3.9/lib/python/site-packages/sklearn/cluster/_kmeans.py:1416: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  super()._check_params_vs_input(X, default_n_init=10)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Качество кластеризации метода AgglomerativeClustering: 0.36770183\n",
      "Качество кластеризации метода DBScan: 0.25180215\n",
      "Качество кластеризации метода К-Средних: 0.38951883 \n",
      "\n",
      "Время AgglomerativeClustering: 0.1858668327331543 секунд\n",
      "Время К-средних: 0.07118892669677734 секунд\n",
      "Время DBScan: 0.0277101993560791 секунд\n"
     ]
    }
   ],
   "source": [
    "# KMeans\n",
    "kmeans = KMeans(n_clusters=3)\n",
    "kmeans_labels = kmeans.fit_predict(tsne_result)\n",
    "\n",
    "KmeansSilhouette = silhouette_score(tsne_result, kmeans_labels)\n",
    "\n",
    "# DBScan\n",
    "dbscan_labels = dbscan.fit_predict(tsne_result)\n",
    "DBSilhouette = silhouette_score(tsne_result, dbscan_labels)\n",
    "\n",
    "# AgglomerativeClustering\n",
    "agglomerative_clustering = AgglomerativeClustering(n_clusters=3)\n",
    "agglomerative_labels = agglomerative_clustering.fit_predict(tsne_result)\n",
    "AgglomerativeSilhouette = silhouette_score(tsne_result, agglomerative_labels)\n",
    "\n",
    "print(\"Качество кластеризации метода AgglomerativeClustering:\", AgglomerativeSilhouette)\n",
    "print(\"Качество кластеризации метода DBScan:\", DBSilhouette)\n",
    "print(\"Качество кластеризации метода К-Средних:\", KmeansSilhouette, \"\\n\")\n",
    "print(f\"Время AgglomerativeClustering: {agglomerative_time} секунд\")\n",
    "print(f\"Время К-средних: {kmeans_time} секунд\")\n",
    "print(f\"Время DBScan: {dbscan_time} секунд\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6411c8e",
   "metadata": {},
   "source": [
    "Метод k-means оказался наиболее эффективным"
   ]
  }
 ],
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